{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user_id</th>\n",
       "      <th>live_city_id</th>\n",
       "      <th>desire_jd_city_id</th>\n",
       "      <th>desire_jd_industry_id</th>\n",
       "      <th>desire_jd_type_id</th>\n",
       "      <th>desire_jd_salary_id</th>\n",
       "      <th>cur_industry_id</th>\n",
       "      <th>cur_jd_type</th>\n",
       "      <th>cur_salary_id</th>\n",
       "      <th>cur_degree_id</th>\n",
       "      <th>birthday</th>\n",
       "      <th>start_work_date</th>\n",
       "      <th>experience</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>17e1b9f107dd1214bd78dec6d91593a4</td>\n",
       "      <td>551</td>\n",
       "      <td>551,-,-</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>工程造价/预结算</td>\n",
       "      <td>100002000</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>土木/建筑/装修/市政工程</td>\n",
       "      <td>0200104000</td>\n",
       "      <td>大专</td>\n",
       "      <td>24</td>\n",
       "      <td>2017</td>\n",
       "      <td>停车|现场|凤凰|预算编制|建设|实习|专家|公园|预算软件|勘察|合同|知识|商务|单位|...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0c02d9411e83ae0308cdc40700385d4c</td>\n",
       "      <td>763</td>\n",
       "      <td>763,-,-</td>\n",
       "      <td>其他</td>\n",
       "      <td>化妆师</td>\n",
       "      <td>400106000</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>后期制作</td>\n",
       "      <td>0400106000</td>\n",
       "      <td>大专</td>\n",
       "      <td>24</td>\n",
       "      <td>2015</td>\n",
       "      <td>调色员|彩妆|护肤|布料|光源|客户|调色</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1f4504451a08e1e99e0b394e03f24b43</td>\n",
       "      <td>530</td>\n",
       "      <td>530,-,-</td>\n",
       "      <td>专业服务/咨询(财会/法律/人力资源等),教育/培训/院校</td>\n",
       "      <td>项目经理/项目主管,教学/教务管理人员,翻译（口译与笔译）</td>\n",
       "      <td>0</td>\n",
       "      <td>教育/培训/院校</td>\n",
       "      <td>项目管理/项目协调</td>\n",
       "      <td>1000115000</td>\n",
       "      <td>本科</td>\n",
       "      <td>33</td>\n",
       "      <td>2010</td>\n",
       "      <td>互联网参考模型osi七层|建设|英语|项目主管|签证|谈判|合同|crm系统|pl/sql|...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>127b43572875dea9ed858da73a651433</td>\n",
       "      <td>871</td>\n",
       "      <td>5085,-,-</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>行政/后勤/文秘</td>\n",
       "      <td>200104000</td>\n",
       "      <td>旅游/度假</td>\n",
       "      <td>行政/后勤/文秘</td>\n",
       "      <td>0200104000</td>\n",
       "      <td>大专</td>\n",
       "      <td>24</td>\n",
       "      <td>2017</td>\n",
       "      <td>行政|酒店|后勤|温泉|文员|文秘|旅游</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>15c607e1798305fb9f2e525d964a1185</td>\n",
       "      <td>530</td>\n",
       "      <td>530,-,-</td>\n",
       "      <td>礼品/玩具/工艺美术/收藏品/奢侈品,教育/培训/院校,媒体/出版/影视/文化传播</td>\n",
       "      <td>艺术/设计,教育/培训</td>\n",
       "      <td>600108000</td>\n",
       "      <td>广告/会展/公关</td>\n",
       "      <td>艺术/设计</td>\n",
       "      <td>0600108000</td>\n",
       "      <td>大专</td>\n",
       "      <td>24</td>\n",
       "      <td>2015</td>\n",
       "      <td>上色|产品开发|插画|纸张|老师|制作|3dmax|美术|视觉设计|视觉|vi|道具|设计师...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2e1fa5384caaa1757dc2db8d5b44c5cf</td>\n",
       "      <td>719</td>\n",
       "      <td>719,-,-</td>\n",
       "      <td>教育/培训/院校</td>\n",
       "      <td>教学/教务管理人员,销售行政专员/助理,后勤人员</td>\n",
       "      <td>600108000</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>外贸/贸易专员/助理</td>\n",
       "      <td>0200104000</td>\n",
       "      <td>本科</td>\n",
       "      <td>33</td>\n",
       "      <td>2007</td>\n",
       "      <td>计划|预算|外国语言文学|公司财务|预定|入库|对账|橱柜|分销商|系统|业务|保证|售后服...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>08b7a0e07cc0d8213cc4da58db2db590</td>\n",
       "      <td>763</td>\n",
       "      <td>763,-,-</td>\n",
       "      <td>专业服务/咨询(财会/法律/人力资源等),石油/石化/化工,房地产/建筑/建材/工程</td>\n",
       "      <td>会计/会计师,固定资产会计,税务专员/助理</td>\n",
       "      <td>800110000</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>财务/审计/税务</td>\n",
       "      <td>0600108000</td>\n",
       "      <td>本科</td>\n",
       "      <td>27</td>\n",
       "      <td>2014</td>\n",
       "      <td>催收|预算|银行|报税|做账|财务软件|处理|预算软件|会计工作|金蝶财务|办公室|说明书|...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1e6370900df60e46e4d3a7564943c00b</td>\n",
       "      <td>639</td>\n",
       "      <td>639,-,-</td>\n",
       "      <td>房地产/建筑/建材/工程,加工制造（原料加工/模具）,贸易/进出口</td>\n",
       "      <td>销售业务,财务/审计/税务,采购/贸易</td>\n",
       "      <td>0</td>\n",
       "      <td>物业管理/商业中心</td>\n",
       "      <td>销售管理</td>\n",
       "      <td>0400106000</td>\n",
       "      <td>本科</td>\n",
       "      <td>21</td>\n",
       "      <td>2016</td>\n",
       "      <td>园林|互联网参考模型osi七层|文件|风险|处理|风控|接待|清洁|自我评价|投诉|设备|收...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>05b8622d1cac25339b43b39c52fa9a19</td>\n",
       "      <td>854</td>\n",
       "      <td>854,-,-</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>行政专员/助理,助理/秘书/文员</td>\n",
       "      <td>200104000</td>\n",
       "      <td>汽车/摩托车</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0200104000</td>\n",
       "      <td>大专</td>\n",
       "      <td>24</td>\n",
       "      <td>2015</td>\n",
       "      <td>外科|自我评价|人力资源专员|助理|人力资源管理|吃苦|行政助理|汽修|人力资源|汽车检测与维修</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>03aa33f2c60d24171ff00c19ae275ae8</td>\n",
       "      <td>613</td>\n",
       "      <td>613,-,-</td>\n",
       "      <td>教育/培训/院校</td>\n",
       "      <td>行政专员/助理</td>\n",
       "      <td>800110000</td>\n",
       "      <td>酒店/餐饮</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0600108000</td>\n",
       "      <td>大专</td>\n",
       "      <td>21</td>\n",
       "      <td>2016</td>\n",
       "      <td>担当|行政专员|助理</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>02ee56d58a575eb322a058ad79cfabb9</td>\n",
       "      <td>763</td>\n",
       "      <td>763,-,-</td>\n",
       "      <td>房地产/建筑/建材/工程,快速消费品（食品/饮料/烟酒/日化）,耐用消费品（服饰/纺织/皮革...</td>\n",
       "      <td>助理/秘书/文员,销售行政经理/主管</td>\n",
       "      <td>600108000</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0600108000</td>\n",
       "      <td>本科</td>\n",
       "      <td>27</td>\n",
       "      <td>2015</td>\n",
       "      <td>计划|互联网参考模型osi七层|中餐烹饪|管理制度|礼品|office|组织|生产计划|微信...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>264415e1e6ac7044a1e5fd05c15c466a</td>\n",
       "      <td>627</td>\n",
       "      <td>627,-,-</td>\n",
       "      <td>政府/公共事业/非盈利机构,房地产/建筑/建材/工程,贸易/进出口</td>\n",
       "      <td>人力资源,行政/后勤/文秘,销售行政/商务</td>\n",
       "      <td>400106000</td>\n",
       "      <td>能源/矿产/采掘/冶炼</td>\n",
       "      <td>人力资源</td>\n",
       "      <td>0400106000</td>\n",
       "      <td>大专</td>\n",
       "      <td>30</td>\n",
       "      <td>2011</td>\n",
       "      <td>资料|核销|电话|前台|熟练|管理|接待|商务|数据分析|后勤部|酒店|办公室|人事|收集|...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12922ecb8e4c5726664800cf9aeb10c0</td>\n",
       "      <td>698</td>\n",
       "      <td>691,698,-</td>\n",
       "      <td>房地产|建筑业</td>\n",
       "      <td>土木/建筑/装修/市政工程</td>\n",
       "      <td>800110000</td>\n",
       "      <td>教育/培训/院校</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0800110000</td>\n",
       "      <td>大专</td>\n",
       "      <td>27</td>\n",
       "      <td>2014</td>\n",
       "      <td>领导|施工|资料|建设|引导|业务|发展|完善|市场|推销|大学|销售代表|办公室|技术员|资料员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2456b26bcd90d7124a8b5d665387dfaa</td>\n",
       "      <td>765</td>\n",
       "      <td>765,-,-</td>\n",
       "      <td>银行,房地产/建筑/建材/工程,专业服务/咨询(财会/法律/人力资源等)</td>\n",
       "      <td>财务/审计/税务</td>\n",
       "      <td>800110000</td>\n",
       "      <td>物业管理/商业中心</td>\n",
       "      <td>财务/审计/税务</td>\n",
       "      <td>0600108000</td>\n",
       "      <td>本科</td>\n",
       "      <td>27</td>\n",
       "      <td>2014</td>\n",
       "      <td>预算|注册会计师|做账|预算编制|财务报表|财务软件|office|预算软件|成本|档案整理...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>067ad615dd846785a786a36c70bade6b</td>\n",
       "      <td>606</td>\n",
       "      <td>606,765,682</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>工程造价/预结算</td>\n",
       "      <td>1000115000</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>土木/建筑/装修/市政工程</td>\n",
       "      <td>0400106000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30</td>\n",
       "      <td>2010</td>\n",
       "      <td>招标|互联网参考模型osi七层|外国语言文学|综合|二级建造师证书|bim|计算|预算编制|...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>27520e07bc2047b34007392122b6b4d9</td>\n",
       "      <td>530</td>\n",
       "      <td>530,-,-</td>\n",
       "      <td>交通/运输,教育/培训/院校,家居/室内设计/装饰装潢</td>\n",
       "      <td>机动车司机/驾驶,销售业务,销售管理</td>\n",
       "      <td>800110000</td>\n",
       "      <td>零售/批发</td>\n",
       "      <td>销售业务</td>\n",
       "      <td>0800110000</td>\n",
       "      <td>本科</td>\n",
       "      <td>27</td>\n",
       "      <td>2013</td>\n",
       "      <td>商务礼仪|记者|房产|客户资源|吃苦|货物运输|自主创业|运输|调查|大学|创业|自我评价|...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>28970b1ff5cdc60b57acc59c88b45029</td>\n",
       "      <td>538</td>\n",
       "      <td>517,930,529</td>\n",
       "      <td>房地产/建筑/建材/工程,物业管理/商业中心,贸易/进出口</td>\n",
       "      <td>英语翻译</td>\n",
       "      <td>0</td>\n",
       "      <td>交通|运输|物流|仓储</td>\n",
       "      <td>项目管理/项目协调</td>\n",
       "      <td>1000115000</td>\n",
       "      <td>本科</td>\n",
       "      <td>27</td>\n",
       "      <td>2015</td>\n",
       "      <td>外国语言文学|文件|投资|资料|质量部|员工|实习|管理|英语|考勤|合同|保证|租房|组织...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2673c6fbcf663e1f92857091753ffd7d</td>\n",
       "      <td>854</td>\n",
       "      <td>854,552,-</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>副总裁/副总经理,房地产项目管理</td>\n",
       "      <td>2500199999</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>土木/建筑/装修/市政工程</td>\n",
       "      <td>1500125000</td>\n",
       "      <td>大专</td>\n",
       "      <td>33</td>\n",
       "      <td>2007</td>\n",
       "      <td>园林|结构工程|施工管理|管理制度|监督管理|项目施工|消防|项目管理|成本控制|管理|工程...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2ff0aa2bb2d6f510b613daceca92d66f</td>\n",
       "      <td>613</td>\n",
       "      <td>613,-,-</td>\n",
       "      <td>其他</td>\n",
       "      <td>其他</td>\n",
       "      <td>0</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>农/林/牧/渔业</td>\n",
       "      <td>0400106000</td>\n",
       "      <td>大专</td>\n",
       "      <td>30</td>\n",
       "      <td>2011</td>\n",
       "      <td>作业管理|现场|招待|pv|建设|实习|客户经理|医院|油料|食堂|单位|调度|团队协作|议...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>04b05e1a153a23495f4faa2355d18629</td>\n",
       "      <td>765</td>\n",
       "      <td>765,-,-</td>\n",
       "      <td>房地产/建筑/建材/工程,家居/室内设计/装饰装潢,物业管理/商业中心</td>\n",
       "      <td>助理/秘书/文员</td>\n",
       "      <td>600108000</td>\n",
       "      <td>家居/室内设计/装饰装潢</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0000001000</td>\n",
       "      <td>中专</td>\n",
       "      <td>24</td>\n",
       "      <td>2012</td>\n",
       "      <td>秘书|erp|行政|下单|资料|装饰工程|财务管理|前台|处理|系统|考勤|社保|打印|购买...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2a7f59d4df4426b9c6950ee7107a911a</td>\n",
       "      <td>565</td>\n",
       "      <td>565,-,-</td>\n",
       "      <td>房地产/建筑/建材/工程,酒店/餐饮,旅游/度假</td>\n",
       "      <td>销售管理,项目经理/项目主管</td>\n",
       "      <td>800110000</td>\n",
       "      <td>生产|加工|制造</td>\n",
       "      <td>销售管理</td>\n",
       "      <td>0600108000</td>\n",
       "      <td>大专</td>\n",
       "      <td>30</td>\n",
       "      <td>2012</td>\n",
       "      <td>分析|计划|销售部|积极主动|销售经理|单位|调查|售楼部|考核|推广|客户|标书制作|培训...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1c43a9fcc8c70ff69b871d83c7a8d956</td>\n",
       "      <td>551</td>\n",
       "      <td>551,-,-</td>\n",
       "      <td>快速消费品（食品/饮料/烟酒/日化）,零售/批发</td>\n",
       "      <td>销售业务</td>\n",
       "      <td>200104000</td>\n",
       "      <td>教育/培训/院校</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0200104000</td>\n",
       "      <td>中专</td>\n",
       "      <td>21</td>\n",
       "      <td>2014</td>\n",
       "      <td>销售业务|幼儿教师|娱乐|酒店|营业员资格证|商超|收银员|老师|服务|管理|收银</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>11b4700d64e3e63dd5eb853e16a4ae8f</td>\n",
       "      <td>854</td>\n",
       "      <td>854,-,-</td>\n",
       "      <td>房地产/建筑/建材/工程,环保,教育/培训/院校</td>\n",
       "      <td>财务/审计/税务</td>\n",
       "      <td>400106000</td>\n",
       "      <td>耐用消费品（服饰/纺织/皮革/家具/家电）</td>\n",
       "      <td>财务/审计/税务</td>\n",
       "      <td>0400106000</td>\n",
       "      <td>本科</td>\n",
       "      <td>27</td>\n",
       "      <td>2013</td>\n",
       "      <td>药品|开票|系统|审计|制作|认证|会计|财务|业务|财务会计|库存|盘点|报表|社保|er...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>13eb70bf0b6c466f37a8a58ad45a3371</td>\n",
       "      <td>653</td>\n",
       "      <td>653,-,-</td>\n",
       "      <td>其他</td>\n",
       "      <td>行政/后勤/文秘</td>\n",
       "      <td>400106000</td>\n",
       "      <td>教育/培训/院校</td>\n",
       "      <td>销售业务</td>\n",
       "      <td>0400106000</td>\n",
       "      <td>本科</td>\n",
       "      <td>27</td>\n",
       "      <td>2017</td>\n",
       "      <td>课后|家长|外国语言文学|教师|电话|行政助理|英语|英语课程|反馈|沟通能力|沟通|助教|...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>07ed6240be674cb836d3b8731aade96f</td>\n",
       "      <td>583</td>\n",
       "      <td>533,-,-</td>\n",
       "      <td>其他</td>\n",
       "      <td>其他</td>\n",
       "      <td>400106000</td>\n",
       "      <td>教育/培训/院校</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0400106000</td>\n",
       "      <td>大专</td>\n",
       "      <td>21</td>\n",
       "      <td>2018</td>\n",
       "      <td>家长|资料|电话|库房|档案|复印|执行|前台|处理|吃苦|快递|系统|接待|oa|行政事务...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0606a3d1ff4e3beb0a8eaaf58186885b</td>\n",
       "      <td>599</td>\n",
       "      <td>599,-,-</td>\n",
       "      <td>物流/仓储,教育/培训/院校,快速消费品（食品/饮料/烟酒/日化）</td>\n",
       "      <td>招聘专员/助理,后勤人员,内勤人员</td>\n",
       "      <td>200104000</td>\n",
       "      <td>酒店/餐饮</td>\n",
       "      <td>销售业务</td>\n",
       "      <td>0200104000</td>\n",
       "      <td>大专</td>\n",
       "      <td>24</td>\n",
       "      <td>2017</td>\n",
       "      <td>地区|互联网参考模型osi七层|受理|仲裁|招商|电话邀约|处理|招商专员|快递|餐饮|业务...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0457c67a59f1f4dff9658316cb7ca5c2</td>\n",
       "      <td>801</td>\n",
       "      <td>801,-,-</td>\n",
       "      <td>房地产/建筑/建材/工程,家居/室内设计/装饰装潢,酒店/餐饮</td>\n",
       "      <td>区域销售专员/助理,财务/审计/税务,行政/后勤/文秘</td>\n",
       "      <td>200104000</td>\n",
       "      <td>家居/室内设计/装饰装潢</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0400106000</td>\n",
       "      <td>大专</td>\n",
       "      <td>36</td>\n",
       "      <td>2002</td>\n",
       "      <td>积极主动|收款|施工|电话|处理|吃苦|系统|核对|核算|销售员|财务助理|自我评价|沟通|...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>07b9e6dcae97e77fe7205ea17f0dc706</td>\n",
       "      <td>765</td>\n",
       "      <td>831,-,-</td>\n",
       "      <td>房地产/建筑/建材/工程,专业服务/咨询(财会/法律/人力资源等)</td>\n",
       "      <td>人力资源专员/助理,总裁助理/总经理助理</td>\n",
       "      <td>600108000</td>\n",
       "      <td>专业服务/咨询(财会/法律/人力资源等)</td>\n",
       "      <td>咨询/顾问/调研/数据分析</td>\n",
       "      <td>0000001000</td>\n",
       "      <td>大专</td>\n",
       "      <td>21</td>\n",
       "      <td>2017</td>\n",
       "      <td>分析|商务代表|办事处|商务|招聘|分析数据|数据分析|沟通能力|实施|沟通|发布|后期|市...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0b3d56b09937a15d94595679a43e627b</td>\n",
       "      <td>538</td>\n",
       "      <td>538,-,-</td>\n",
       "      <td>其他</td>\n",
       "      <td>生物/制药/医疗器械,行政经理/主管/办公室主任</td>\n",
       "      <td>800110000</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0800110000</td>\n",
       "      <td>本科</td>\n",
       "      <td>27</td>\n",
       "      <td>2015</td>\n",
       "      <td>活动|分析|行政主管|资料|运营|总助|员工|执行|组织|反馈|传达|自我评价|沟通|人事|...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>126c95850117c1374770d460529cfa89</td>\n",
       "      <td>531</td>\n",
       "      <td>531,-,-</td>\n",
       "      <td>其他</td>\n",
       "      <td>出纳员</td>\n",
       "      <td>0</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0400106000</td>\n",
       "      <td>大专</td>\n",
       "      <td>24</td>\n",
       "      <td>2017</td>\n",
       "      <td>报税|自我评价|记账|会计</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4470</th>\n",
       "      <td>188d556a87cda2fa85940f30b8dc8781</td>\n",
       "      <td>640</td>\n",
       "      <td>640,-,-</td>\n",
       "      <td>其他,加工制造（原料加工/模具）,快速消费品（食品/饮料/烟酒/日化）,房地产/建筑/建材/...</td>\n",
       "      <td>采购/贸易,生产管理/运营,物流/仓储</td>\n",
       "      <td>1000115000</td>\n",
       "      <td>加工制造（原料加工/模具）</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0800110000</td>\n",
       "      <td>本科</td>\n",
       "      <td>33</td>\n",
       "      <td>2010</td>\n",
       "      <td>pmc|品管|熟练|预算软件|供应链管理|成本|调度|设备|检修|操作|油品|人力|仓库|审...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4471</th>\n",
       "      <td>051309c4ef58e69a99e6227b0573e6c5</td>\n",
       "      <td>811</td>\n",
       "      <td>719,-,-</td>\n",
       "      <td>教育/培训/院校</td>\n",
       "      <td>销售行政专员/助理</td>\n",
       "      <td>600108000</td>\n",
       "      <td>媒体/出版/影视/文化传播</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0200104000</td>\n",
       "      <td>本科</td>\n",
       "      <td>21</td>\n",
       "      <td>2018</td>\n",
       "      <td>美食|公众|好奇心|移动|考试|教授|撰写|老师|主持|区域|协助|学生|策划|配音|自我评...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4472</th>\n",
       "      <td>1362f0b648e8eb6bdfb1b247c3d46e69</td>\n",
       "      <td>765</td>\n",
       "      <td>765,-,-</td>\n",
       "      <td>家居/室内设计/装饰装潢,房地产/建筑/建材/工程,金融业</td>\n",
       "      <td>会计/会计师,财务主管/总帐主管</td>\n",
       "      <td>800110000</td>\n",
       "      <td>电子技术/半导体/集成电路</td>\n",
       "      <td>财务/审计/税务</td>\n",
       "      <td>0600108000</td>\n",
       "      <td>本科</td>\n",
       "      <td>27</td>\n",
       "      <td>2013</td>\n",
       "      <td>注册会计师|财务报表|财务软件|处理|工商|office|责任心|成本|账务处理|数据统计分...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4473</th>\n",
       "      <td>2ac4d265760655676a6410f6ca607143</td>\n",
       "      <td>822</td>\n",
       "      <td>822,-,-</td>\n",
       "      <td>专业服务/咨询(财会/法律/人力资源等)</td>\n",
       "      <td>客服/售前/售后技术支持</td>\n",
       "      <td>200104000</td>\n",
       "      <td>教育/培训/院校</td>\n",
       "      <td>客服/售前/售后技术支持</td>\n",
       "      <td>0200104000</td>\n",
       "      <td>大专</td>\n",
       "      <td>21</td>\n",
       "      <td>-</td>\n",
       "      <td>校园|客服专员|客户|合作</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4474</th>\n",
       "      <td>12357e47cac5bbfbbd5cb2baa0641778</td>\n",
       "      <td>813</td>\n",
       "      <td>801,-,-</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>房地产项目配套工程师,房地产项目管理,项目管理/项目协调</td>\n",
       "      <td>800110000</td>\n",
       "      <td>电气/电力/水利</td>\n",
       "      <td>项目管理/项目协调</td>\n",
       "      <td>1000115000</td>\n",
       "      <td>大专</td>\n",
       "      <td>39</td>\n",
       "      <td>2002</td>\n",
       "      <td>计划|互联网参考模型osi七层|计划制定|工程管理|施工|资料|材料|项目管理|成本管理|执...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4475</th>\n",
       "      <td>1e00929b50f1cf49727676214b6909b2</td>\n",
       "      <td>653</td>\n",
       "      <td>653,653,653</td>\n",
       "      <td>房地产/建筑/建材/工程,银行,保险</td>\n",
       "      <td>行政/后勤/文秘,销售行政/商务,物业管理专员/助理</td>\n",
       "      <td>600108000</td>\n",
       "      <td>保险</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0800110000</td>\n",
       "      <td>本科</td>\n",
       "      <td>27</td>\n",
       "      <td>2014</td>\n",
       "      <td>筛选|材料|电话|风险|人力资源部|系统|风控|需求|回收|自我评价|客户|客服|客户维护|...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4476</th>\n",
       "      <td>2b554a65463ed6733b4e145c39142677</td>\n",
       "      <td>854</td>\n",
       "      <td>854,-,-</td>\n",
       "      <td>房地产/建筑/建材/工程,贸易/进出口</td>\n",
       "      <td>销售经理,区域销售经理/主管</td>\n",
       "      <td>0</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>土木/建筑/装修/市政工程</td>\n",
       "      <td>0000001000</td>\n",
       "      <td>大专</td>\n",
       "      <td>30</td>\n",
       "      <td>2011</td>\n",
       "      <td>设计院|积极主动|吃苦|质检|客户经理|房地产|工程|业务|回收|单位|建造师|自我评价|团...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4477</th>\n",
       "      <td>02a265e88b26d6510e50179c4994fe4b</td>\n",
       "      <td>570</td>\n",
       "      <td>570,-,-</td>\n",
       "      <td>汽车/摩托车</td>\n",
       "      <td>行政经理/主管/办公室主任,行政总监</td>\n",
       "      <td>400106000</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>行政/后勤/文秘</td>\n",
       "      <td>0400106000</td>\n",
       "      <td>大专</td>\n",
       "      <td>30</td>\n",
       "      <td>2011</td>\n",
       "      <td>计划|预算|汽车品牌|员工|常规|处理|工装|接待|组织|合同|手续|公文|食堂|薪酬|区域...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4478</th>\n",
       "      <td>08aae793d0d51a6dd3c11804e6e4461b</td>\n",
       "      <td>530</td>\n",
       "      <td>530,-,-</td>\n",
       "      <td>广告/会展/公关,教育/培训/院校,媒体/出版/影视/文化传播</td>\n",
       "      <td>培训专员/助理,员工关系/企业文化/工会,其他</td>\n",
       "      <td>600108000</td>\n",
       "      <td>家居/室内设计/装饰装潢</td>\n",
       "      <td>行政/后勤/文秘</td>\n",
       "      <td>0600108000</td>\n",
       "      <td>大专</td>\n",
       "      <td>24</td>\n",
       "      <td>2016</td>\n",
       "      <td>布置|活动|预算|秘书|互联网参考模型osi七层|现场|执行|实习|office|接待|合同...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4479</th>\n",
       "      <td>013abd1e56898a2ab7a612ddc1264e07</td>\n",
       "      <td>664</td>\n",
       "      <td>664,-,-</td>\n",
       "      <td>娱乐/体育/休闲,教育/培训/院校</td>\n",
       "      <td>机动车司机/驾驶,体育老师/教练</td>\n",
       "      <td>600108000</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0400106000</td>\n",
       "      <td>中专</td>\n",
       "      <td>30</td>\n",
       "      <td>2011</td>\n",
       "      <td>安排|工程管理|施工|退伍军人|工程质量|项目管理|外墙|吃苦|驾驶|组织|工程部|项目经理...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4480</th>\n",
       "      <td>1545b8fc8058335bd34e127c9088ee3e</td>\n",
       "      <td>530</td>\n",
       "      <td>530,-,-</td>\n",
       "      <td>教育/培训/院校</td>\n",
       "      <td>助理/秘书/文员</td>\n",
       "      <td>800110000</td>\n",
       "      <td>中介服务</td>\n",
       "      <td>行政/后勤/文秘</td>\n",
       "      <td>1000115000</td>\n",
       "      <td>本科</td>\n",
       "      <td>33</td>\n",
       "      <td>2004</td>\n",
       "      <td>秘书|行政主管|预定|管理制度|员工|处理|提取|熟练|接待|合同|手续|责任心|清洁|社会...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4481</th>\n",
       "      <td>099584cc6d88b7ddbef847ecb5eec2e9</td>\n",
       "      <td>538</td>\n",
       "      <td>538,-,-</td>\n",
       "      <td>房地产/建筑/建材/工程,贸易/进出口,酒店/餐饮</td>\n",
       "      <td>财务/审计/税务</td>\n",
       "      <td>0</td>\n",
       "      <td>家居/室内设计/装饰装潢</td>\n",
       "      <td>财务/审计/税务</td>\n",
       "      <td>0600108000</td>\n",
       "      <td>本科</td>\n",
       "      <td>30</td>\n",
       "      <td>2012</td>\n",
       "      <td>预算|互联网参考模型osi七层|支付|营业|注册会计师|计算|预算编制|员工|财务报表|财务...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4482</th>\n",
       "      <td>17d6e873b0f7f5af82dcc658046627f9</td>\n",
       "      <td>530</td>\n",
       "      <td>530,-,-</td>\n",
       "      <td>汽车/摩托车,物流/仓储,房地产/建筑/建材/工程</td>\n",
       "      <td>行政/后勤/文秘,人力资源,采购/贸易</td>\n",
       "      <td>800110000</td>\n",
       "      <td>房地产|建筑业</td>\n",
       "      <td>人力资源</td>\n",
       "      <td>0600108000</td>\n",
       "      <td>本科</td>\n",
       "      <td>33</td>\n",
       "      <td>2006</td>\n",
       "      <td>员工福利|筛选|互联网参考模型osi七层|体系|行政主管|后勤保障|品管|熟练|工商|预算软...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4483</th>\n",
       "      <td>0f94a7deb7b5a0d69fed85c11779c1d4</td>\n",
       "      <td>551</td>\n",
       "      <td>551,-,-</td>\n",
       "      <td>物业管理/商业中心,房地产/建筑/建材/工程,酒店/餐饮</td>\n",
       "      <td>人力资源经理</td>\n",
       "      <td>1000115000</td>\n",
       "      <td>物业管理/商业中心</td>\n",
       "      <td>人力资源</td>\n",
       "      <td>1000115000</td>\n",
       "      <td>本科</td>\n",
       "      <td>39</td>\n",
       "      <td>2006</td>\n",
       "      <td>互联网参考模型osi七层|体系|建设|礼品|手续|成本|人事工作|财务部|设备|卫生|费用|...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4484</th>\n",
       "      <td>2da506570ef68f759db95a987647dbea</td>\n",
       "      <td>766</td>\n",
       "      <td>749,-,-</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>施工员,土木/土建/结构工程师</td>\n",
       "      <td>600108000</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0800110000</td>\n",
       "      <td>大专</td>\n",
       "      <td>27</td>\n",
       "      <td>2013</td>\n",
       "      <td>检验|副经理|现场|施工|材料|实验|生产|工程质量|建设|管控|测量|生产经理|工程测量|...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4485</th>\n",
       "      <td>1f44bf84f4b7fd4d2d93c130b99fb9d2</td>\n",
       "      <td>600</td>\n",
       "      <td>600,-,-</td>\n",
       "      <td>贸易/进出口,房地产/建筑/建材/工程,快速消费品（食品/饮料/烟酒/日化）</td>\n",
       "      <td>客服/售前/售后技术支持,销售管理,销售行政/商务</td>\n",
       "      <td>400106000</td>\n",
       "      <td>快速消费品（食品/饮料/烟酒/日化）</td>\n",
       "      <td>销售行政/商务</td>\n",
       "      <td>0400106000</td>\n",
       "      <td>本科</td>\n",
       "      <td>30</td>\n",
       "      <td>2010</td>\n",
       "      <td>预算|互联网参考模型osi七层|外国语言文学|团队管理|模型|执行能力|处理|管理|offi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4486</th>\n",
       "      <td>29993d5ba2091eb78e887d0c92167a7f</td>\n",
       "      <td>719</td>\n",
       "      <td>719,-,-</td>\n",
       "      <td>广告/会展/公关,媒体/出版/影视/文化传播,娱乐/体育/休闲</td>\n",
       "      <td>其他,广告文案策划,广告创意/设计师</td>\n",
       "      <td>0</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>市场</td>\n",
       "      <td>0200104000</td>\n",
       "      <td>本科</td>\n",
       "      <td>21</td>\n",
       "      <td>2018</td>\n",
       "      <td>活动|运营|电话|报告|执行|office|广告设计|市场分析|coreldraw（cdr）...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4487</th>\n",
       "      <td>0129888f3f35b4bd3263a1712917c18d</td>\n",
       "      <td>530</td>\n",
       "      <td>530,-,-</td>\n",
       "      <td>快速消费品（食品/饮料/烟酒/日化）,物流/仓储,房地产/建筑/建材/工程</td>\n",
       "      <td>人力资源</td>\n",
       "      <td>800110000</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>人力资源</td>\n",
       "      <td>0800110000</td>\n",
       "      <td>本科</td>\n",
       "      <td>24</td>\n",
       "      <td>2015</td>\n",
       "      <td>互联网参考模型osi七层|体系|计算机等级|教师资格|建设|平面设计|提取|礼品|通讯员|演...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4488</th>\n",
       "      <td>05ddfe967f4041d338ae5f71a629d094</td>\n",
       "      <td>664</td>\n",
       "      <td>664,-,-</td>\n",
       "      <td>教育/培训/院校</td>\n",
       "      <td>美术教师,助理/秘书/文员,服装/纺织品设计</td>\n",
       "      <td>0</td>\n",
       "      <td>零售/批发</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0200104000</td>\n",
       "      <td>本科</td>\n",
       "      <td>21</td>\n",
       "      <td>2018</td>\n",
       "      <td>教学|培训班|搭配师|老师|实习|演出|搭配|美术|协助|艺人|学生|单位|经纪人|服装|自...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4489</th>\n",
       "      <td>0998789775ce7eb4567b221e8f6d9c09</td>\n",
       "      <td>801</td>\n",
       "      <td>801,-,-</td>\n",
       "      <td>教育/培训/院校</td>\n",
       "      <td>行政专员/助理,前台/总机/接待,人力资源</td>\n",
       "      <td>400106000</td>\n",
       "      <td>零售/批发</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0400106000</td>\n",
       "      <td>本科</td>\n",
       "      <td>24</td>\n",
       "      <td>2018</td>\n",
       "      <td>销售顾问|策划|产品|沟通|邀约|文案|客户|知识</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4490</th>\n",
       "      <td>04fe7ded5a0181c4bdcda7744e5fbee1</td>\n",
       "      <td>635</td>\n",
       "      <td>635,-,-</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>土木/土建/结构工程师</td>\n",
       "      <td>600108000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-</td>\n",
       "      <td>本科</td>\n",
       "      <td>21</td>\n",
       "      <td>-</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4491</th>\n",
       "      <td>003b08de84ddeb6cad4b8c5a548e3157</td>\n",
       "      <td>530</td>\n",
       "      <td>530,-,-</td>\n",
       "      <td>房地产/建筑/建材/工程,物流/仓储,交通/运输</td>\n",
       "      <td>销售业务,行政/后勤/文秘,物流/仓储</td>\n",
       "      <td>1000115000</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>行政/后勤/文秘</td>\n",
       "      <td>0800110000</td>\n",
       "      <td>本科</td>\n",
       "      <td>27</td>\n",
       "      <td>2012</td>\n",
       "      <td>互联网参考模型osi七层|体系|辅导|计算|库房|营业部|提取|教育培训|手续|数据统计分析...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4492</th>\n",
       "      <td>09b8764591fe25204947fe976fab4d81</td>\n",
       "      <td>765</td>\n",
       "      <td>765,-,-</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>建筑工程师,工程监理/质量管理,水利/水电工程师</td>\n",
       "      <td>1000115000</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>土木/建筑/装修/市政工程</td>\n",
       "      <td>0800110000</td>\n",
       "      <td>本科</td>\n",
       "      <td>36</td>\n",
       "      <td>2006</td>\n",
       "      <td>施工管理|工程管理|质量部|总工|水利水电|总工程师|建筑工程师|主办|工程施工|水电|工程...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4493</th>\n",
       "      <td>1ccf9d299bda5fdc4a81e4d2e08197b8</td>\n",
       "      <td>576</td>\n",
       "      <td>576,-,-</td>\n",
       "      <td>房地产/建筑/建材/工程,娱乐/体育/休闲,中介服务</td>\n",
       "      <td>招商专员,销售运营专员/助理,市场营销专员/助理</td>\n",
       "      <td>400106000</td>\n",
       "      <td>其他</td>\n",
       "      <td>会计助理/文员</td>\n",
       "      <td>0400106000</td>\n",
       "      <td>本科</td>\n",
       "      <td>27</td>\n",
       "      <td>2015</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4494</th>\n",
       "      <td>0dc995648a7276a461be707d002f0f0c</td>\n",
       "      <td>799</td>\n",
       "      <td>550,554,548</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>策略发展总监,市场总监,销售总监</td>\n",
       "      <td>2500199999</td>\n",
       "      <td>旅游/度假</td>\n",
       "      <td>销售管理</td>\n",
       "      <td>2500199999</td>\n",
       "      <td>本科</td>\n",
       "      <td>39</td>\n",
       "      <td>1999</td>\n",
       "      <td>互联网参考模型osi七层|体系|团队管理|建设|预算软件|谈判|成本|商务|设计规划|规划设...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4495</th>\n",
       "      <td>263147d7f0b258450d267e2b3c6ab362</td>\n",
       "      <td>768</td>\n",
       "      <td>768,-,-</td>\n",
       "      <td>教育/培训/院校,房地产/建筑/建材/工程,办公用品及设备</td>\n",
       "      <td>行政专员/助理,助理/秘书/文员,后勤人员</td>\n",
       "      <td>400106000</td>\n",
       "      <td>家居/室内设计/装饰装潢</td>\n",
       "      <td>室内装潢设计</td>\n",
       "      <td>0400106000</td>\n",
       "      <td>大专</td>\n",
       "      <td>24</td>\n",
       "      <td>2016</td>\n",
       "      <td>预算|ps|办公|cad|执行|设计方案|需求|3d|采购|自我评价|沟通|档案资料|设计师...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4496</th>\n",
       "      <td>0780e2cd24ed81dc7b2b17b91e280cc9</td>\n",
       "      <td>538</td>\n",
       "      <td>538,-,-</td>\n",
       "      <td>教育/培训/院校</td>\n",
       "      <td>行政/后勤/文秘,客户服务专员/助理,财务助理</td>\n",
       "      <td>600108000</td>\n",
       "      <td>酒店/餐饮</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0600108000</td>\n",
       "      <td>大专</td>\n",
       "      <td>24</td>\n",
       "      <td>2016</td>\n",
       "      <td>互联网参考模型osi七层|文件|员工|计算|吃苦|收银|考勤|自我评价|归档|推广|后勤|客...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4497</th>\n",
       "      <td>2b2e4b0c3b460b7aaa1c081aa82eabf0</td>\n",
       "      <td>567</td>\n",
       "      <td>567,530,-</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>建筑工程师,高级建筑工程师/总工,建筑施工现场管理</td>\n",
       "      <td>1500125000</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>土木/建筑/装修/市政工程</td>\n",
       "      <td>1000115000</td>\n",
       "      <td>本科</td>\n",
       "      <td>33</td>\n",
       "      <td>2008</td>\n",
       "      <td>计划|互联网参考模型osi七层|法规|组织|签证|工程部|责任心|成本|标准|给排水|分解|...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4498</th>\n",
       "      <td>0368f47928718cf3df726992132fdcb2</td>\n",
       "      <td>530</td>\n",
       "      <td>530,-,-</td>\n",
       "      <td>通信/电信运营、增值服务,教育/培训/院校,媒体/出版/影视/文化传播</td>\n",
       "      <td>行政经理/主管/办公室主任,活动策划</td>\n",
       "      <td>600108000</td>\n",
       "      <td>教育/培训/院校</td>\n",
       "      <td>行政/后勤/文秘</td>\n",
       "      <td>0600108000</td>\n",
       "      <td>本科</td>\n",
       "      <td>33</td>\n",
       "      <td>2009</td>\n",
       "      <td>档案管理|员工福利|预算|行政主管|现场|员工|工商|led|合同|微信公众号|客户咨询热线...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4499</th>\n",
       "      <td>30389e3347dea542037ca56f3a3b2048</td>\n",
       "      <td>664</td>\n",
       "      <td>664,-,-</td>\n",
       "      <td>教育/培训/院校,广告/会展/公关,媒体/出版/影视/文化传播</td>\n",
       "      <td>活动策划,新媒体运营</td>\n",
       "      <td>0</td>\n",
       "      <td>教育/培训/院校</td>\n",
       "      <td>新媒体运营</td>\n",
       "      <td>0200104000</td>\n",
       "      <td>本科</td>\n",
       "      <td>27</td>\n",
       "      <td>2015</td>\n",
       "      <td>外国语言文学|后勤保障|ps|现场|机构|员工|处理|office|网页制作|组织|合同|保...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4500 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                               user_id  live_city_id desire_jd_city_id  \\\n",
       "0     17e1b9f107dd1214bd78dec6d91593a4           551           551,-,-   \n",
       "1     0c02d9411e83ae0308cdc40700385d4c           763           763,-,-   \n",
       "2     1f4504451a08e1e99e0b394e03f24b43           530           530,-,-   \n",
       "3     127b43572875dea9ed858da73a651433           871          5085,-,-   \n",
       "4     15c607e1798305fb9f2e525d964a1185           530           530,-,-   \n",
       "5     2e1fa5384caaa1757dc2db8d5b44c5cf           719           719,-,-   \n",
       "6     08b7a0e07cc0d8213cc4da58db2db590           763           763,-,-   \n",
       "7     1e6370900df60e46e4d3a7564943c00b           639           639,-,-   \n",
       "8     05b8622d1cac25339b43b39c52fa9a19           854           854,-,-   \n",
       "9     03aa33f2c60d24171ff00c19ae275ae8           613           613,-,-   \n",
       "10    02ee56d58a575eb322a058ad79cfabb9           763           763,-,-   \n",
       "11    264415e1e6ac7044a1e5fd05c15c466a           627           627,-,-   \n",
       "12    12922ecb8e4c5726664800cf9aeb10c0           698         691,698,-   \n",
       "13    2456b26bcd90d7124a8b5d665387dfaa           765           765,-,-   \n",
       "14    067ad615dd846785a786a36c70bade6b           606       606,765,682   \n",
       "15    27520e07bc2047b34007392122b6b4d9           530           530,-,-   \n",
       "16    28970b1ff5cdc60b57acc59c88b45029           538       517,930,529   \n",
       "17    2673c6fbcf663e1f92857091753ffd7d           854         854,552,-   \n",
       "18    2ff0aa2bb2d6f510b613daceca92d66f           613           613,-,-   \n",
       "19    04b05e1a153a23495f4faa2355d18629           765           765,-,-   \n",
       "20    2a7f59d4df4426b9c6950ee7107a911a           565           565,-,-   \n",
       "21    1c43a9fcc8c70ff69b871d83c7a8d956           551           551,-,-   \n",
       "22    11b4700d64e3e63dd5eb853e16a4ae8f           854           854,-,-   \n",
       "23    13eb70bf0b6c466f37a8a58ad45a3371           653           653,-,-   \n",
       "24    07ed6240be674cb836d3b8731aade96f           583           533,-,-   \n",
       "25    0606a3d1ff4e3beb0a8eaaf58186885b           599           599,-,-   \n",
       "26    0457c67a59f1f4dff9658316cb7ca5c2           801           801,-,-   \n",
       "27    07b9e6dcae97e77fe7205ea17f0dc706           765           831,-,-   \n",
       "28    0b3d56b09937a15d94595679a43e627b           538           538,-,-   \n",
       "29    126c95850117c1374770d460529cfa89           531           531,-,-   \n",
       "...                                ...           ...               ...   \n",
       "4470  188d556a87cda2fa85940f30b8dc8781           640           640,-,-   \n",
       "4471  051309c4ef58e69a99e6227b0573e6c5           811           719,-,-   \n",
       "4472  1362f0b648e8eb6bdfb1b247c3d46e69           765           765,-,-   \n",
       "4473  2ac4d265760655676a6410f6ca607143           822           822,-,-   \n",
       "4474  12357e47cac5bbfbbd5cb2baa0641778           813           801,-,-   \n",
       "4475  1e00929b50f1cf49727676214b6909b2           653       653,653,653   \n",
       "4476  2b554a65463ed6733b4e145c39142677           854           854,-,-   \n",
       "4477  02a265e88b26d6510e50179c4994fe4b           570           570,-,-   \n",
       "4478  08aae793d0d51a6dd3c11804e6e4461b           530           530,-,-   \n",
       "4479  013abd1e56898a2ab7a612ddc1264e07           664           664,-,-   \n",
       "4480  1545b8fc8058335bd34e127c9088ee3e           530           530,-,-   \n",
       "4481  099584cc6d88b7ddbef847ecb5eec2e9           538           538,-,-   \n",
       "4482  17d6e873b0f7f5af82dcc658046627f9           530           530,-,-   \n",
       "4483  0f94a7deb7b5a0d69fed85c11779c1d4           551           551,-,-   \n",
       "4484  2da506570ef68f759db95a987647dbea           766           749,-,-   \n",
       "4485  1f44bf84f4b7fd4d2d93c130b99fb9d2           600           600,-,-   \n",
       "4486  29993d5ba2091eb78e887d0c92167a7f           719           719,-,-   \n",
       "4487  0129888f3f35b4bd3263a1712917c18d           530           530,-,-   \n",
       "4488  05ddfe967f4041d338ae5f71a629d094           664           664,-,-   \n",
       "4489  0998789775ce7eb4567b221e8f6d9c09           801           801,-,-   \n",
       "4490  04fe7ded5a0181c4bdcda7744e5fbee1           635           635,-,-   \n",
       "4491  003b08de84ddeb6cad4b8c5a548e3157           530           530,-,-   \n",
       "4492  09b8764591fe25204947fe976fab4d81           765           765,-,-   \n",
       "4493  1ccf9d299bda5fdc4a81e4d2e08197b8           576           576,-,-   \n",
       "4494  0dc995648a7276a461be707d002f0f0c           799       550,554,548   \n",
       "4495  263147d7f0b258450d267e2b3c6ab362           768           768,-,-   \n",
       "4496  0780e2cd24ed81dc7b2b17b91e280cc9           538           538,-,-   \n",
       "4497  2b2e4b0c3b460b7aaa1c081aa82eabf0           567         567,530,-   \n",
       "4498  0368f47928718cf3df726992132fdcb2           530           530,-,-   \n",
       "4499  30389e3347dea542037ca56f3a3b2048           664           664,-,-   \n",
       "\n",
       "                                  desire_jd_industry_id  \\\n",
       "0                                          房地产/建筑/建材/工程   \n",
       "1                                                    其他   \n",
       "2                         专业服务/咨询(财会/法律/人力资源等),教育/培训/院校   \n",
       "3                                          房地产/建筑/建材/工程   \n",
       "4             礼品/玩具/工艺美术/收藏品/奢侈品,教育/培训/院校,媒体/出版/影视/文化传播   \n",
       "5                                              教育/培训/院校   \n",
       "6            专业服务/咨询(财会/法律/人力资源等),石油/石化/化工,房地产/建筑/建材/工程   \n",
       "7                     房地产/建筑/建材/工程,加工制造（原料加工/模具）,贸易/进出口   \n",
       "8                                          房地产/建筑/建材/工程   \n",
       "9                                              教育/培训/院校   \n",
       "10    房地产/建筑/建材/工程,快速消费品（食品/饮料/烟酒/日化）,耐用消费品（服饰/纺织/皮革...   \n",
       "11                    政府/公共事业/非盈利机构,房地产/建筑/建材/工程,贸易/进出口   \n",
       "12                                              房地产|建筑业   \n",
       "13                 银行,房地产/建筑/建材/工程,专业服务/咨询(财会/法律/人力资源等)   \n",
       "14                                         房地产/建筑/建材/工程   \n",
       "15                          交通/运输,教育/培训/院校,家居/室内设计/装饰装潢   \n",
       "16                        房地产/建筑/建材/工程,物业管理/商业中心,贸易/进出口   \n",
       "17                                         房地产/建筑/建材/工程   \n",
       "18                                                   其他   \n",
       "19                  房地产/建筑/建材/工程,家居/室内设计/装饰装潢,物业管理/商业中心   \n",
       "20                             房地产/建筑/建材/工程,酒店/餐饮,旅游/度假   \n",
       "21                             快速消费品（食品/饮料/烟酒/日化）,零售/批发   \n",
       "22                             房地产/建筑/建材/工程,环保,教育/培训/院校   \n",
       "23                                                   其他   \n",
       "24                                                   其他   \n",
       "25                    物流/仓储,教育/培训/院校,快速消费品（食品/饮料/烟酒/日化）   \n",
       "26                      房地产/建筑/建材/工程,家居/室内设计/装饰装潢,酒店/餐饮   \n",
       "27                    房地产/建筑/建材/工程,专业服务/咨询(财会/法律/人力资源等)   \n",
       "28                                                   其他   \n",
       "29                                                   其他   \n",
       "...                                                 ...   \n",
       "4470  其他,加工制造（原料加工/模具）,快速消费品（食品/饮料/烟酒/日化）,房地产/建筑/建材/...   \n",
       "4471                                           教育/培训/院校   \n",
       "4472                      家居/室内设计/装饰装潢,房地产/建筑/建材/工程,金融业   \n",
       "4473                               专业服务/咨询(财会/法律/人力资源等)   \n",
       "4474                                       房地产/建筑/建材/工程   \n",
       "4475                                 房地产/建筑/建材/工程,银行,保险   \n",
       "4476                                房地产/建筑/建材/工程,贸易/进出口   \n",
       "4477                                             汽车/摩托车   \n",
       "4478                    广告/会展/公关,教育/培训/院校,媒体/出版/影视/文化传播   \n",
       "4479                                  娱乐/体育/休闲,教育/培训/院校   \n",
       "4480                                           教育/培训/院校   \n",
       "4481                          房地产/建筑/建材/工程,贸易/进出口,酒店/餐饮   \n",
       "4482                          汽车/摩托车,物流/仓储,房地产/建筑/建材/工程   \n",
       "4483                       物业管理/商业中心,房地产/建筑/建材/工程,酒店/餐饮   \n",
       "4484                                       房地产/建筑/建材/工程   \n",
       "4485             贸易/进出口,房地产/建筑/建材/工程,快速消费品（食品/饮料/烟酒/日化）   \n",
       "4486                    广告/会展/公关,媒体/出版/影视/文化传播,娱乐/体育/休闲   \n",
       "4487              快速消费品（食品/饮料/烟酒/日化）,物流/仓储,房地产/建筑/建材/工程   \n",
       "4488                                           教育/培训/院校   \n",
       "4489                                           教育/培训/院校   \n",
       "4490                                       房地产/建筑/建材/工程   \n",
       "4491                           房地产/建筑/建材/工程,物流/仓储,交通/运输   \n",
       "4492                                       房地产/建筑/建材/工程   \n",
       "4493                         房地产/建筑/建材/工程,娱乐/体育/休闲,中介服务   \n",
       "4494                                       房地产/建筑/建材/工程   \n",
       "4495                      教育/培训/院校,房地产/建筑/建材/工程,办公用品及设备   \n",
       "4496                                           教育/培训/院校   \n",
       "4497                                       房地产/建筑/建材/工程   \n",
       "4498                通信/电信运营、增值服务,教育/培训/院校,媒体/出版/影视/文化传播   \n",
       "4499                    教育/培训/院校,广告/会展/公关,媒体/出版/影视/文化传播   \n",
       "\n",
       "                  desire_jd_type_id  desire_jd_salary_id  \\\n",
       "0                          工程造价/预结算            100002000   \n",
       "1                               化妆师            400106000   \n",
       "2     项目经理/项目主管,教学/教务管理人员,翻译（口译与笔译）                    0   \n",
       "3                          行政/后勤/文秘            200104000   \n",
       "4                       艺术/设计,教育/培训            600108000   \n",
       "5          教学/教务管理人员,销售行政专员/助理,后勤人员            600108000   \n",
       "6             会计/会计师,固定资产会计,税务专员/助理            800110000   \n",
       "7               销售业务,财务/审计/税务,采购/贸易                    0   \n",
       "8                  行政专员/助理,助理/秘书/文员            200104000   \n",
       "9                           行政专员/助理            800110000   \n",
       "10               助理/秘书/文员,销售行政经理/主管            600108000   \n",
       "11            人力资源,行政/后勤/文秘,销售行政/商务            400106000   \n",
       "12                    土木/建筑/装修/市政工程            800110000   \n",
       "13                         财务/审计/税务            800110000   \n",
       "14                         工程造价/预结算           1000115000   \n",
       "15               机动车司机/驾驶,销售业务,销售管理            800110000   \n",
       "16                             英语翻译                    0   \n",
       "17                 副总裁/副总经理,房地产项目管理           2500199999   \n",
       "18                               其他                    0   \n",
       "19                         助理/秘书/文员            600108000   \n",
       "20                   销售管理,项目经理/项目主管            800110000   \n",
       "21                             销售业务            200104000   \n",
       "22                         财务/审计/税务            400106000   \n",
       "23                         行政/后勤/文秘            400106000   \n",
       "24                               其他            400106000   \n",
       "25                招聘专员/助理,后勤人员,内勤人员            200104000   \n",
       "26      区域销售专员/助理,财务/审计/税务,行政/后勤/文秘            200104000   \n",
       "27             人力资源专员/助理,总裁助理/总经理助理            600108000   \n",
       "28         生物/制药/医疗器械,行政经理/主管/办公室主任            800110000   \n",
       "29                              出纳员                    0   \n",
       "...                             ...                  ...   \n",
       "4470            采购/贸易,生产管理/运营,物流/仓储           1000115000   \n",
       "4471                      销售行政专员/助理            600108000   \n",
       "4472               会计/会计师,财务主管/总帐主管            800110000   \n",
       "4473                   客服/售前/售后技术支持            200104000   \n",
       "4474   房地产项目配套工程师,房地产项目管理,项目管理/项目协调            800110000   \n",
       "4475     行政/后勤/文秘,销售行政/商务,物业管理专员/助理            600108000   \n",
       "4476                 销售经理,区域销售经理/主管                    0   \n",
       "4477             行政经理/主管/办公室主任,行政总监            400106000   \n",
       "4478        培训专员/助理,员工关系/企业文化/工会,其他            600108000   \n",
       "4479               机动车司机/驾驶,体育老师/教练            600108000   \n",
       "4480                       助理/秘书/文员            800110000   \n",
       "4481                       财务/审计/税务                    0   \n",
       "4482            行政/后勤/文秘,人力资源,采购/贸易            800110000   \n",
       "4483                         人力资源经理           1000115000   \n",
       "4484                施工员,土木/土建/结构工程师            600108000   \n",
       "4485      客服/售前/售后技术支持,销售管理,销售行政/商务            400106000   \n",
       "4486             其他,广告文案策划,广告创意/设计师                    0   \n",
       "4487                           人力资源            800110000   \n",
       "4488         美术教师,助理/秘书/文员,服装/纺织品设计                    0   \n",
       "4489          行政专员/助理,前台/总机/接待,人力资源            400106000   \n",
       "4490                    土木/土建/结构工程师            600108000   \n",
       "4491            销售业务,行政/后勤/文秘,物流/仓储           1000115000   \n",
       "4492       建筑工程师,工程监理/质量管理,水利/水电工程师           1000115000   \n",
       "4493       招商专员,销售运营专员/助理,市场营销专员/助理            400106000   \n",
       "4494               策略发展总监,市场总监,销售总监           2500199999   \n",
       "4495          行政专员/助理,助理/秘书/文员,后勤人员            400106000   \n",
       "4496        行政/后勤/文秘,客户服务专员/助理,财务助理            600108000   \n",
       "4497      建筑工程师,高级建筑工程师/总工,建筑施工现场管理           1500125000   \n",
       "4498             行政经理/主管/办公室主任,活动策划            600108000   \n",
       "4499                     活动策划,新媒体运营                    0   \n",
       "\n",
       "            cur_industry_id    cur_jd_type cur_salary_id cur_degree_id  \\\n",
       "0              房地产/建筑/建材/工程  土木/建筑/装修/市政工程    0200104000            大专   \n",
       "1              房地产/建筑/建材/工程           后期制作    0400106000            大专   \n",
       "2                  教育/培训/院校      项目管理/项目协调    1000115000            本科   \n",
       "3                     旅游/度假       行政/后勤/文秘    0200104000            大专   \n",
       "4                  广告/会展/公关          艺术/设计    0600108000            大专   \n",
       "5              房地产/建筑/建材/工程     外贸/贸易专员/助理    0200104000            本科   \n",
       "6              房地产/建筑/建材/工程       财务/审计/税务    0600108000            本科   \n",
       "7                 物业管理/商业中心           销售管理    0400106000            本科   \n",
       "8                    汽车/摩托车            NaN    0200104000            大专   \n",
       "9                     酒店/餐饮            NaN    0600108000            大专   \n",
       "10             房地产/建筑/建材/工程            NaN    0600108000            本科   \n",
       "11              能源/矿产/采掘/冶炼           人力资源    0400106000            大专   \n",
       "12                 教育/培训/院校            NaN    0800110000            大专   \n",
       "13                物业管理/商业中心       财务/审计/税务    0600108000            本科   \n",
       "14             房地产/建筑/建材/工程  土木/建筑/装修/市政工程    0400106000           NaN   \n",
       "15                    零售/批发           销售业务    0800110000            本科   \n",
       "16              交通|运输|物流|仓储      项目管理/项目协调    1000115000            本科   \n",
       "17             房地产/建筑/建材/工程  土木/建筑/装修/市政工程    1500125000            大专   \n",
       "18             房地产/建筑/建材/工程       农/林/牧/渔业    0400106000            大专   \n",
       "19             家居/室内设计/装饰装潢            NaN    0000001000            中专   \n",
       "20                 生产|加工|制造           销售管理    0600108000            大专   \n",
       "21                 教育/培训/院校            NaN    0200104000            中专   \n",
       "22    耐用消费品（服饰/纺织/皮革/家具/家电）       财务/审计/税务    0400106000            本科   \n",
       "23                 教育/培训/院校           销售业务    0400106000            本科   \n",
       "24                 教育/培训/院校            NaN    0400106000            大专   \n",
       "25                    酒店/餐饮           销售业务    0200104000            大专   \n",
       "26             家居/室内设计/装饰装潢            NaN    0400106000            大专   \n",
       "27     专业服务/咨询(财会/法律/人力资源等)  咨询/顾问/调研/数据分析    0000001000            大专   \n",
       "28             房地产/建筑/建材/工程            NaN    0800110000            本科   \n",
       "29             房地产/建筑/建材/工程            NaN    0400106000            大专   \n",
       "...                     ...            ...           ...           ...   \n",
       "4470          加工制造（原料加工/模具）            NaN    0800110000            本科   \n",
       "4471          媒体/出版/影视/文化传播            NaN    0200104000            本科   \n",
       "4472          电子技术/半导体/集成电路       财务/审计/税务    0600108000            本科   \n",
       "4473               教育/培训/院校   客服/售前/售后技术支持    0200104000            大专   \n",
       "4474               电气/电力/水利      项目管理/项目协调    1000115000            大专   \n",
       "4475                     保险            NaN    0800110000            本科   \n",
       "4476           房地产/建筑/建材/工程  土木/建筑/装修/市政工程    0000001000            大专   \n",
       "4477           房地产/建筑/建材/工程       行政/后勤/文秘    0400106000            大专   \n",
       "4478           家居/室内设计/装饰装潢       行政/后勤/文秘    0600108000            大专   \n",
       "4479           房地产/建筑/建材/工程            NaN    0400106000            中专   \n",
       "4480                   中介服务       行政/后勤/文秘    1000115000            本科   \n",
       "4481           家居/室内设计/装饰装潢       财务/审计/税务    0600108000            本科   \n",
       "4482                房地产|建筑业           人力资源    0600108000            本科   \n",
       "4483              物业管理/商业中心           人力资源    1000115000            本科   \n",
       "4484           房地产/建筑/建材/工程            NaN    0800110000            大专   \n",
       "4485     快速消费品（食品/饮料/烟酒/日化）        销售行政/商务    0400106000            本科   \n",
       "4486           房地产/建筑/建材/工程             市场    0200104000            本科   \n",
       "4487           房地产/建筑/建材/工程           人力资源    0800110000            本科   \n",
       "4488                  零售/批发            NaN    0200104000            本科   \n",
       "4489                  零售/批发            NaN    0400106000            本科   \n",
       "4490                    NaN            NaN             -            本科   \n",
       "4491           房地产/建筑/建材/工程       行政/后勤/文秘    0800110000            本科   \n",
       "4492           房地产/建筑/建材/工程  土木/建筑/装修/市政工程    0800110000            本科   \n",
       "4493                     其他        会计助理/文员    0400106000            本科   \n",
       "4494                  旅游/度假           销售管理    2500199999            本科   \n",
       "4495           家居/室内设计/装饰装潢         室内装潢设计    0400106000            大专   \n",
       "4496                  酒店/餐饮            NaN    0600108000            大专   \n",
       "4497           房地产/建筑/建材/工程  土木/建筑/装修/市政工程    1000115000            本科   \n",
       "4498               教育/培训/院校       行政/后勤/文秘    0600108000            本科   \n",
       "4499               教育/培训/院校          新媒体运营    0200104000            本科   \n",
       "\n",
       "      birthday start_work_date  \\\n",
       "0           24            2017   \n",
       "1           24            2015   \n",
       "2           33            2010   \n",
       "3           24            2017   \n",
       "4           24            2015   \n",
       "5           33            2007   \n",
       "6           27            2014   \n",
       "7           21            2016   \n",
       "8           24            2015   \n",
       "9           21            2016   \n",
       "10          27            2015   \n",
       "11          30            2011   \n",
       "12          27            2014   \n",
       "13          27            2014   \n",
       "14          30            2010   \n",
       "15          27            2013   \n",
       "16          27            2015   \n",
       "17          33            2007   \n",
       "18          30            2011   \n",
       "19          24            2012   \n",
       "20          30            2012   \n",
       "21          21            2014   \n",
       "22          27            2013   \n",
       "23          27            2017   \n",
       "24          21            2018   \n",
       "25          24            2017   \n",
       "26          36            2002   \n",
       "27          21            2017   \n",
       "28          27            2015   \n",
       "29          24            2017   \n",
       "...        ...             ...   \n",
       "4470        33            2010   \n",
       "4471        21            2018   \n",
       "4472        27            2013   \n",
       "4473        21               -   \n",
       "4474        39            2002   \n",
       "4475        27            2014   \n",
       "4476        30            2011   \n",
       "4477        30            2011   \n",
       "4478        24            2016   \n",
       "4479        30            2011   \n",
       "4480        33            2004   \n",
       "4481        30            2012   \n",
       "4482        33            2006   \n",
       "4483        39            2006   \n",
       "4484        27            2013   \n",
       "4485        30            2010   \n",
       "4486        21            2018   \n",
       "4487        24            2015   \n",
       "4488        21            2018   \n",
       "4489        24            2018   \n",
       "4490        21               -   \n",
       "4491        27            2012   \n",
       "4492        36            2006   \n",
       "4493        27            2015   \n",
       "4494        39            1999   \n",
       "4495        24            2016   \n",
       "4496        24            2016   \n",
       "4497        33            2008   \n",
       "4498        33            2009   \n",
       "4499        27            2015   \n",
       "\n",
       "                                             experience  \n",
       "0     停车|现场|凤凰|预算编制|建设|实习|专家|公园|预算软件|勘察|合同|知识|商务|单位|...  \n",
       "1                                 调色员|彩妆|护肤|布料|光源|客户|调色  \n",
       "2     互联网参考模型osi七层|建设|英语|项目主管|签证|谈判|合同|crm系统|pl/sql|...  \n",
       "3                                  行政|酒店|后勤|温泉|文员|文秘|旅游  \n",
       "4     上色|产品开发|插画|纸张|老师|制作|3dmax|美术|视觉设计|视觉|vi|道具|设计师...  \n",
       "5     计划|预算|外国语言文学|公司财务|预定|入库|对账|橱柜|分销商|系统|业务|保证|售后服...  \n",
       "6     催收|预算|银行|报税|做账|财务软件|处理|预算软件|会计工作|金蝶财务|办公室|说明书|...  \n",
       "7     园林|互联网参考模型osi七层|文件|风险|处理|风控|接待|清洁|自我评价|投诉|设备|收...  \n",
       "8      外科|自我评价|人力资源专员|助理|人力资源管理|吃苦|行政助理|汽修|人力资源|汽车检测与维修  \n",
       "9                                            担当|行政专员|助理  \n",
       "10    计划|互联网参考模型osi七层|中餐烹饪|管理制度|礼品|office|组织|生产计划|微信...  \n",
       "11    资料|核销|电话|前台|熟练|管理|接待|商务|数据分析|后勤部|酒店|办公室|人事|收集|...  \n",
       "12    领导|施工|资料|建设|引导|业务|发展|完善|市场|推销|大学|销售代表|办公室|技术员|资料员  \n",
       "13    预算|注册会计师|做账|预算编制|财务报表|财务软件|office|预算软件|成本|档案整理...  \n",
       "14    招标|互联网参考模型osi七层|外国语言文学|综合|二级建造师证书|bim|计算|预算编制|...  \n",
       "15    商务礼仪|记者|房产|客户资源|吃苦|货物运输|自主创业|运输|调查|大学|创业|自我评价|...  \n",
       "16    外国语言文学|文件|投资|资料|质量部|员工|实习|管理|英语|考勤|合同|保证|租房|组织...  \n",
       "17    园林|结构工程|施工管理|管理制度|监督管理|项目施工|消防|项目管理|成本控制|管理|工程...  \n",
       "18    作业管理|现场|招待|pv|建设|实习|客户经理|医院|油料|食堂|单位|调度|团队协作|议...  \n",
       "19    秘书|erp|行政|下单|资料|装饰工程|财务管理|前台|处理|系统|考勤|社保|打印|购买...  \n",
       "20    分析|计划|销售部|积极主动|销售经理|单位|调查|售楼部|考核|推广|客户|标书制作|培训...  \n",
       "21            销售业务|幼儿教师|娱乐|酒店|营业员资格证|商超|收银员|老师|服务|管理|收银  \n",
       "22    药品|开票|系统|审计|制作|认证|会计|财务|业务|财务会计|库存|盘点|报表|社保|er...  \n",
       "23    课后|家长|外国语言文学|教师|电话|行政助理|英语|英语课程|反馈|沟通能力|沟通|助教|...  \n",
       "24    家长|资料|电话|库房|档案|复印|执行|前台|处理|吃苦|快递|系统|接待|oa|行政事务...  \n",
       "25    地区|互联网参考模型osi七层|受理|仲裁|招商|电话邀约|处理|招商专员|快递|餐饮|业务...  \n",
       "26    积极主动|收款|施工|电话|处理|吃苦|系统|核对|核算|销售员|财务助理|自我评价|沟通|...  \n",
       "27    分析|商务代表|办事处|商务|招聘|分析数据|数据分析|沟通能力|实施|沟通|发布|后期|市...  \n",
       "28    活动|分析|行政主管|资料|运营|总助|员工|执行|组织|反馈|传达|自我评价|沟通|人事|...  \n",
       "29                                        报税|自我评价|记账|会计  \n",
       "...                                                 ...  \n",
       "4470  pmc|品管|熟练|预算软件|供应链管理|成本|调度|设备|检修|操作|油品|人力|仓库|审...  \n",
       "4471  美食|公众|好奇心|移动|考试|教授|撰写|老师|主持|区域|协助|学生|策划|配音|自我评...  \n",
       "4472  注册会计师|财务报表|财务软件|处理|工商|office|责任心|成本|账务处理|数据统计分...  \n",
       "4473                                      校园|客服专员|客户|合作  \n",
       "4474  计划|互联网参考模型osi七层|计划制定|工程管理|施工|资料|材料|项目管理|成本管理|执...  \n",
       "4475  筛选|材料|电话|风险|人力资源部|系统|风控|需求|回收|自我评价|客户|客服|客户维护|...  \n",
       "4476  设计院|积极主动|吃苦|质检|客户经理|房地产|工程|业务|回收|单位|建造师|自我评价|团...  \n",
       "4477  计划|预算|汽车品牌|员工|常规|处理|工装|接待|组织|合同|手续|公文|食堂|薪酬|区域...  \n",
       "4478  布置|活动|预算|秘书|互联网参考模型osi七层|现场|执行|实习|office|接待|合同...  \n",
       "4479  安排|工程管理|施工|退伍军人|工程质量|项目管理|外墙|吃苦|驾驶|组织|工程部|项目经理...  \n",
       "4480  秘书|行政主管|预定|管理制度|员工|处理|提取|熟练|接待|合同|手续|责任心|清洁|社会...  \n",
       "4481  预算|互联网参考模型osi七层|支付|营业|注册会计师|计算|预算编制|员工|财务报表|财务...  \n",
       "4482  员工福利|筛选|互联网参考模型osi七层|体系|行政主管|后勤保障|品管|熟练|工商|预算软...  \n",
       "4483  互联网参考模型osi七层|体系|建设|礼品|手续|成本|人事工作|财务部|设备|卫生|费用|...  \n",
       "4484  检验|副经理|现场|施工|材料|实验|生产|工程质量|建设|管控|测量|生产经理|工程测量|...  \n",
       "4485  预算|互联网参考模型osi七层|外国语言文学|团队管理|模型|执行能力|处理|管理|offi...  \n",
       "4486  活动|运营|电话|报告|执行|office|广告设计|市场分析|coreldraw（cdr）...  \n",
       "4487  互联网参考模型osi七层|体系|计算机等级|教师资格|建设|平面设计|提取|礼品|通讯员|演...  \n",
       "4488  教学|培训班|搭配师|老师|实习|演出|搭配|美术|协助|艺人|学生|单位|经纪人|服装|自...  \n",
       "4489                          销售顾问|策划|产品|沟通|邀约|文案|客户|知识  \n",
       "4490                                                NaN  \n",
       "4491  互联网参考模型osi七层|体系|辅导|计算|库房|营业部|提取|教育培训|手续|数据统计分析...  \n",
       "4492  施工管理|工程管理|质量部|总工|水利水电|总工程师|建筑工程师|主办|工程施工|水电|工程...  \n",
       "4493                                                NaN  \n",
       "4494  互联网参考模型osi七层|体系|团队管理|建设|预算软件|谈判|成本|商务|设计规划|规划设...  \n",
       "4495  预算|ps|办公|cad|执行|设计方案|需求|3d|采购|自我评价|沟通|档案资料|设计师...  \n",
       "4496  互联网参考模型osi七层|文件|员工|计算|吃苦|收银|考勤|自我评价|归档|推广|后勤|客...  \n",
       "4497  计划|互联网参考模型osi七层|法规|组织|签证|工程部|责任心|成本|标准|给排水|分解|...  \n",
       "4498  档案管理|员工福利|预算|行政主管|现场|员工|工商|led|合同|微信公众号|客户咨询热线...  \n",
       "4499  外国语言文学|后勤保障|ps|现场|机构|员工|处理|office|网页制作|组织|合同|保...  \n",
       "\n",
       "[4500 rows x 13 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.read_table('../data/zhaopin_round1_train_20190716/table1_user')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Skipping line 173315: expected 18 fields, saw 20\n",
      "\n",
      "/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/IPython/core/interactiveshell.py:2717: DtypeWarning: Columns (8,9) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  interactivity=interactivity, compiler=compiler, result=result)\n"
     ]
    },
    {
     "data": {
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       "      <th>jd_no</th>\n",
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       "      <th>company_name</th>\n",
       "      <th>city</th>\n",
       "      <th>jd_sub_type</th>\n",
       "      <th>require_nums</th>\n",
       "      <th>max_salary</th>\n",
       "      <th>min_salary</th>\n",
       "      <th>start_date</th>\n",
       "      <th>end_date</th>\n",
       "      <th>is_travel</th>\n",
       "      <th>min_years</th>\n",
       "      <th>key</th>\n",
       "      <th>min_edu_level</th>\n",
       "      <th>max_edu_level</th>\n",
       "      <th>is_mangerial</th>\n",
       "      <th>resume_language_required</th>\n",
       "      <th>job_description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3cf395f1d6f12de112d118c0349acbcd</td>\n",
       "      <td>景观主创设计师</td>\n",
       "      <td>-</td>\n",
       "      <td>530</td>\n",
       "      <td>园林/景观设计</td>\n",
       "      <td>2</td>\n",
       "      <td>25000</td>\n",
       "      <td>15000</td>\n",
       "      <td>20190325</td>\n",
       "      <td>20190524</td>\n",
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       "      <td>本科</td>\n",
       "      <td>\\N</td>\n",
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       "      <td>岗位职责：1、全面负责景观项目的概念设计和方案设计、扩初设计和施工图设计的工作，同时对方案文...</td>\n",
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       "      <th>1</th>\n",
       "      <td>4ce99de185f55bea127ccd74c4bbf0ad</td>\n",
       "      <td>土建工程造价员</td>\n",
       "      <td>-</td>\n",
       "      <td>551</td>\n",
       "      <td>工程造价/预结算</td>\n",
       "      <td>5</td>\n",
       "      <td>8000</td>\n",
       "      <td>4000</td>\n",
       "      <td>20190313</td>\n",
       "      <td>20190412</td>\n",
       "      <td>1</td>\n",
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       "      <td>null</td>\n",
       "      <td>大专</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1、能够独立完成工程概、预、结算的编制及审核工作；2、熟悉重庆地区相关计价原则及计价文件；3...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>d1181ba44c2cba01523b143dbf264636</td>\n",
       "      <td>汽车销售</td>\n",
       "      <td>-</td>\n",
       "      <td>719</td>\n",
       "      <td>汽车销售</td>\n",
       "      <td>5</td>\n",
       "      <td>10000</td>\n",
       "      <td>8001</td>\n",
       "      <td>20190301</td>\n",
       "      <td>20190410</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>null</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>岗位职责：1、负责整车销售服务和进店客户咨询服务；2、负责整理各车型的销售资料及客户档案；3...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4e5da61aeffaba3dfea3bdd09dcce8d9</td>\n",
       "      <td>客服文员/网络客服5000＋</td>\n",
       "      <td>-</td>\n",
       "      <td>565</td>\n",
       "      <td>网络/在线客服</td>\n",
       "      <td>10</td>\n",
       "      <td>8000</td>\n",
       "      <td>4000</td>\n",
       "      <td>20190220</td>\n",
       "      <td>20191217</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>null</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>高薪线上推广专员（可接受优秀应届毕业生）岗位职责：1、为客户提供快速、准确与专业的咨询及服务...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>db4d4ce28d394344a4bf93c18242e7d2</td>\n",
       "      <td>中安华筑技术标专员（五险+双休+早九晚五）</td>\n",
       "      <td>-</td>\n",
       "      <td>664</td>\n",
       "      <td>工程造价/预结算</td>\n",
       "      <td>5</td>\n",
       "      <td>6000</td>\n",
       "      <td>4001</td>\n",
       "      <td>20190318</td>\n",
       "      <td>20190417</td>\n",
       "      <td>0</td>\n",
       "      <td>103</td>\n",
       "      <td>null</td>\n",
       "      <td>大专</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>岗位职责：1、负责组织招标文件、投标文件的审批工作；2、参与投标活动，负责投标答辩资料的编纂...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>b57ffcba110cc479846b172ddca69d38</td>\n",
       "      <td>工程预算</td>\n",
       "      <td>-</td>\n",
       "      <td>719</td>\n",
       "      <td>工程造价/预结算</td>\n",
       "      <td>3</td>\n",
       "      <td>10000</td>\n",
       "      <td>8001</td>\n",
       "      <td>20190322</td>\n",
       "      <td>20190421</td>\n",
       "      <td>0</td>\n",
       "      <td>510</td>\n",
       "      <td>null</td>\n",
       "      <td>大专</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>工程预算员岗位职责：1、能够独立完成土建专业施工预算、现场签证、技术措施费、洽商工程量、工程...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>bb2815756f91a76b35100a8755dfccb3</td>\n",
       "      <td>行政助理</td>\n",
       "      <td>-</td>\n",
       "      <td>731</td>\n",
       "      <td>人力资源专员/助理</td>\n",
       "      <td>2</td>\n",
       "      <td>6000</td>\n",
       "      <td>4001</td>\n",
       "      <td>20190201</td>\n",
       "      <td>20190303</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>null</td>\n",
       "      <td>中专</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>职位描述1、协助上级做好招聘工作。2、对面试者进行电话邀约；3、员工入职离职手续的办理。4、...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>b840165a2f684e3c15e6524d631a76ed</td>\n",
       "      <td>部门助理/文员</td>\n",
       "      <td>-</td>\n",
       "      <td>653</td>\n",
       "      <td>助理/秘书/文员</td>\n",
       "      <td>1</td>\n",
       "      <td>8000</td>\n",
       "      <td>5000</td>\n",
       "      <td>20190320</td>\n",
       "      <td>20191123</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>null</td>\n",
       "      <td>大专</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>岗位职责：1、处理部门事务，组织安排会议、整理会议记录等；2、协助部门整理文件资料、制作PP...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2d5e8598a6db0023a0ae084c19878f3a</td>\n",
       "      <td>天通苑课程顾问双休8000</td>\n",
       "      <td>-</td>\n",
       "      <td>530</td>\n",
       "      <td>\\N</td>\n",
       "      <td>10</td>\n",
       "      <td>10000</td>\n",
       "      <td>8001</td>\n",
       "      <td>20190309</td>\n",
       "      <td>20190418</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>null</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>【职位优势】1、工作时间：早九晚六、周末双休；2、办公方便：昌平区天通苑（紧邻地铁5号线天通...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>8d617e2c466cbeb0f44979758cbb9969</td>\n",
       "      <td>资料录入员/行政班+纯文职+带薪年假</td>\n",
       "      <td>-</td>\n",
       "      <td>538</td>\n",
       "      <td>电脑操作/打字/录入员</td>\n",
       "      <td>1</td>\n",
       "      <td>6000</td>\n",
       "      <td>4001</td>\n",
       "      <td>20190325</td>\n",
       "      <td>20190424</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>null</td>\n",
       "      <td>大专</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1、负责资料数据等的录入、复核；2、负责档案打印及装订；3、上级安排的其他工作。任职要求：1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>7c6c7b8a0048f534ea8ff0d3d43d8024</td>\n",
       "      <td>医美咨询师</td>\n",
       "      <td>-</td>\n",
       "      <td>613</td>\n",
       "      <td>咨询师</td>\n",
       "      <td>2</td>\n",
       "      <td>15000</td>\n",
       "      <td>10001</td>\n",
       "      <td>20190321</td>\n",
       "      <td>20190420</td>\n",
       "      <td>0</td>\n",
       "      <td>510</td>\n",
       "      <td>null</td>\n",
       "      <td>大专</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>岗位职责：1、接待来访医美客户及线上咨询2、负责为高端顾客提供专业的咨询和美容设计服务，讲解...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>e8e732c7fef2c00adfa9dfc3eb0dc54a</td>\n",
       "      <td>开发报建员</td>\n",
       "      <td>-</td>\n",
       "      <td>890</td>\n",
       "      <td>房地产项目开发报建</td>\n",
       "      <td>1</td>\n",
       "      <td>8000</td>\n",
       "      <td>6001</td>\n",
       "      <td>20190320</td>\n",
       "      <td>20190419</td>\n",
       "      <td>0</td>\n",
       "      <td>103</td>\n",
       "      <td>null</td>\n",
       "      <td>本科</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>岗位职责：1、按照有关政策法规办理开发项目所需的各种行政许可、证照、批文；2、完善工程有关建...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>e853e4e1412883935f2f54a50119338a</td>\n",
       "      <td>行政前台文员</td>\n",
       "      <td>-</td>\n",
       "      <td>538</td>\n",
       "      <td>前台/总机/接待</td>\n",
       "      <td>1</td>\n",
       "      <td>4500</td>\n",
       "      <td>3000</td>\n",
       "      <td>20190311</td>\n",
       "      <td>20190410</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>null</td>\n",
       "      <td>大专</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>职位描述：负责前台的接待；辅助员工入职与离职的办理；负责公司快递，信件的发放；负责审核单子，...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>98ada308045d57f99c93d6311021cf27</td>\n",
       "      <td>工程预算</td>\n",
       "      <td>-</td>\n",
       "      <td>822</td>\n",
       "      <td>工程造价/预结算</td>\n",
       "      <td>3</td>\n",
       "      <td>6000</td>\n",
       "      <td>4001</td>\n",
       "      <td>20190305</td>\n",
       "      <td>20190404</td>\n",
       "      <td>0</td>\n",
       "      <td>103</td>\n",
       "      <td>null</td>\n",
       "      <td>大专</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>1.负责公司项目清单报价，或定额报价，确保报价精准2.熟练掌握各类专业技术软件，与图纸软件1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>31812657d3ef8f98417baf21d6a6d55e</td>\n",
       "      <td>经理助理</td>\n",
       "      <td>-</td>\n",
       "      <td>763</td>\n",
       "      <td>助理/秘书/文员</td>\n",
       "      <td>2</td>\n",
       "      <td>8000</td>\n",
       "      <td>6001</td>\n",
       "      <td>20190312</td>\n",
       "      <td>20190411</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>null</td>\n",
       "      <td>大专</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>【岗位职责】1.了解公司运营情况状况，协助上级对公司运作与各部门工作进行管理、协调；2.协助...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>f92045b04f2a55b17e046286371b53f8</td>\n",
       "      <td>项目经理</td>\n",
       "      <td>-</td>\n",
       "      <td>854</td>\n",
       "      <td>建筑施工现场管理</td>\n",
       "      <td>2</td>\n",
       "      <td>15000</td>\n",
       "      <td>10001</td>\n",
       "      <td>20190306</td>\n",
       "      <td>20190405</td>\n",
       "      <td>0</td>\n",
       "      <td>510</td>\n",
       "      <td>null</td>\n",
       "      <td>大专</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>1.确保项目目标实现，保证业主满意这一项基本职责是检查和衡量项目经理管理成败、水平高低的基本...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>f00f9bca7d41b4101546ea6ff6cc7fe5</td>\n",
       "      <td>绩效考核专员</td>\n",
       "      <td>-</td>\n",
       "      <td>801</td>\n",
       "      <td>绩效考核专员/助理</td>\n",
       "      <td>1</td>\n",
       "      <td>9000</td>\n",
       "      <td>5000</td>\n",
       "      <td>20190304</td>\n",
       "      <td>20191110</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>null</td>\n",
       "      <td>大专</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>岗位职责：1、制作公司每月的工资报表，按时发放工资;2、薪酬数据分析及统计等工作，按时完成人...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0b813316f72225f82301b39f65d47d75</td>\n",
       "      <td>月6k包吃房补五险一金淘宝客服/运营助理</td>\n",
       "      <td>-</td>\n",
       "      <td>530</td>\n",
       "      <td>客户服务专员/助理</td>\n",
       "      <td>5</td>\n",
       "      <td>8000</td>\n",
       "      <td>6001</td>\n",
       "      <td>20190325</td>\n",
       "      <td>20190424</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>null</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>岗位职责：1、负责平台店铺客户服务工作，处理日常的售前售后问题；2、协助同事完成公司安排的其...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>34aa8a3ff911a4dedd39e5c234e84809</td>\n",
       "      <td>财务主管会计主管</td>\n",
       "      <td>-</td>\n",
       "      <td>599</td>\n",
       "      <td>财务经理</td>\n",
       "      <td>3</td>\n",
       "      <td>6000</td>\n",
       "      <td>4001</td>\n",
       "      <td>20190308</td>\n",
       "      <td>20190407</td>\n",
       "      <td>0</td>\n",
       "      <td>103</td>\n",
       "      <td>null</td>\n",
       "      <td>本科</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>岗位要求1、会计、财务管理相关专业，大专以上学历，28--36岁优先2、3年以上财务管理工作...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>14c54124eb124c1c116fdc09a4fd09c5</td>\n",
       "      <td>人事专员</td>\n",
       "      <td>-</td>\n",
       "      <td>702</td>\n",
       "      <td>招聘专员/助理</td>\n",
       "      <td>1</td>\n",
       "      <td>6000</td>\n",
       "      <td>4001</td>\n",
       "      <td>20190227</td>\n",
       "      <td>20190329</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>null</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>岗位职责：1、负责公司招聘、培训、员工入职、转正等工作的综合管理2、做好员工考勤、奖惩管理，...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>53e4d5f214ef022db025f9305090b1cc</td>\n",
       "      <td>前台接待</td>\n",
       "      <td>-</td>\n",
       "      <td>765</td>\n",
       "      <td>前台/总机/接待</td>\n",
       "      <td>2</td>\n",
       "      <td>6000</td>\n",
       "      <td>4000</td>\n",
       "      <td>20190213</td>\n",
       "      <td>20190315</td>\n",
       "      <td>0</td>\n",
       "      <td>103</td>\n",
       "      <td>null</td>\n",
       "      <td>大专</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1、负责公司电话接转，来访人员登记、接待讲解产品工作；2、收发信件、报刊、文件等；3、及时更...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>5f1ad408e13d5d977bd3d1e7a9e5f475</td>\n",
       "      <td>开发外联专员</td>\n",
       "      <td>-</td>\n",
       "      <td>719</td>\n",
       "      <td>其他</td>\n",
       "      <td>1</td>\n",
       "      <td>10000</td>\n",
       "      <td>6000</td>\n",
       "      <td>20190304</td>\n",
       "      <td>20190403</td>\n",
       "      <td>0</td>\n",
       "      <td>103</td>\n",
       "      <td>null</td>\n",
       "      <td>本科</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1、负责公司各项目的建设工程规划证的办理，2、负责市政配套工程相关手续办理，负责竣工备案相关...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>c4107c63b069881cac2d1604adeebf0b</td>\n",
       "      <td>文员（跨行项目测试助理双休6k）</td>\n",
       "      <td>-</td>\n",
       "      <td>801</td>\n",
       "      <td>绩效考核专员/助理</td>\n",
       "      <td>2</td>\n",
       "      <td>8000</td>\n",
       "      <td>6001</td>\n",
       "      <td>20190316</td>\n",
       "      <td>20190912</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>null</td>\n",
       "      <td>大专</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>岗位要求：1、男女不限，年龄20-30岁，想往IT互联网行业长期发展，有基础者优先；2、大专...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>5ce5e3e801538848ddb42099b6c0926e</td>\n",
       "      <td>实验室检验人员（金边工作）</td>\n",
       "      <td>-</td>\n",
       "      <td>736</td>\n",
       "      <td>化验/检验科医师</td>\n",
       "      <td>2</td>\n",
       "      <td>10000</td>\n",
       "      <td>8001</td>\n",
       "      <td>20190318</td>\n",
       "      <td>20190417</td>\n",
       "      <td>0</td>\n",
       "      <td>305</td>\n",
       "      <td>null</td>\n",
       "      <td>本科</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>岗位职责：具备细胞生物学、胚胎学、遗传学等相关学科的理论及细胞培养技能，掌握人类辅助生殖技术...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>fc350d5ab0034387e0c7cdd0845df6ef</td>\n",
       "      <td>酒店收银员</td>\n",
       "      <td>-</td>\n",
       "      <td>574</td>\n",
       "      <td>收银员</td>\n",
       "      <td>2</td>\n",
       "      <td>5000</td>\n",
       "      <td>4300</td>\n",
       "      <td>20190311</td>\n",
       "      <td>20190410</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>null</td>\n",
       "      <td>大专</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>收银员4300元/月2人岗位职责：按照酒店收费标准，准确、及时、快捷地完成收银结算业务，为所...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>f7e4e8fa6529bcb30c72ebb2f73323cd</td>\n",
       "      <td>影视编剧</td>\n",
       "      <td>-</td>\n",
       "      <td>538</td>\n",
       "      <td>作家/编剧/撰稿人</td>\n",
       "      <td>5</td>\n",
       "      <td>8000</td>\n",
       "      <td>6001</td>\n",
       "      <td>20181012</td>\n",
       "      <td>20190317</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>null</td>\n",
       "      <td>大专</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1、在总监和编审的指导下，写院线电影和电视剧剧本片段；2、根据主编要求需要动笔写作（本岗位不...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>f926b7d45fcdf817f739739b15000925</td>\n",
       "      <td>教务管理</td>\n",
       "      <td>-</td>\n",
       "      <td>530</td>\n",
       "      <td>教学/教务管理人员</td>\n",
       "      <td>1</td>\n",
       "      <td>8000</td>\n",
       "      <td>6001</td>\n",
       "      <td>20190309</td>\n",
       "      <td>20190418</td>\n",
       "      <td>0</td>\n",
       "      <td>103</td>\n",
       "      <td>null</td>\n",
       "      <td>大专</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>岗位职责：1、配合教务总监对教师在线课程质量监督检查；2、检查讲师课程反馈表填写的准确性与及...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>151340a3d01ac12a716e1e478df6a4e2</td>\n",
       "      <td>室内设计总监工装</td>\n",
       "      <td>-</td>\n",
       "      <td>530</td>\n",
       "      <td>艺术/设计总监</td>\n",
       "      <td>1</td>\n",
       "      <td>20000</td>\n",
       "      <td>15001</td>\n",
       "      <td>20190311</td>\n",
       "      <td>20190410</td>\n",
       "      <td>1</td>\n",
       "      <td>305</td>\n",
       "      <td>null</td>\n",
       "      <td>本科</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>岗位职责：1、负责室内装饰团队的全面管理工作；2、在保证部门年度经营目标顺利达成的同时，不断...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>5938f86badc5782b6b841dc0d25fd5e0</td>\n",
       "      <td>土建造价员</td>\n",
       "      <td>-</td>\n",
       "      <td>719</td>\n",
       "      <td>工程造价/预结算</td>\n",
       "      <td>3</td>\n",
       "      <td>8000</td>\n",
       "      <td>6000</td>\n",
       "      <td>20190312</td>\n",
       "      <td>20190411</td>\n",
       "      <td>0</td>\n",
       "      <td>305</td>\n",
       "      <td>null</td>\n",
       "      <td>大专</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.3-5年工作经验；2.大专以上学历；3.工程造价专业，具有造价员证书；4.熟练运用广联达...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>f122a10f5ab0c603c5a584aade3317a2</td>\n",
       "      <td>电商会计—双休</td>\n",
       "      <td>-</td>\n",
       "      <td>765</td>\n",
       "      <td>会计助理/文员</td>\n",
       "      <td>1</td>\n",
       "      <td>8000</td>\n",
       "      <td>6001</td>\n",
       "      <td>20190322</td>\n",
       "      <td>20190421</td>\n",
       "      <td>0</td>\n",
       "      <td>103</td>\n",
       "      <td>null</td>\n",
       "      <td>大专</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>岗位职责：1.有跨境电商财务工作经验；2.熟悉跨境电商工作流程并能与其他部门顺畅沟通；3.能...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265660</th>\n",
       "      <td>90b782c8cc66225e7b3c39cea37651b4</td>\n",
       "      <td>土建造价工程师</td>\n",
       "      <td>-</td>\n",
       "      <td>801</td>\n",
       "      <td>工程造价/预结算</td>\n",
       "      <td>1</td>\n",
       "      <td>15000</td>\n",
       "      <td>10001</td>\n",
       "      <td>20190307</td>\n",
       "      <td>20190605</td>\n",
       "      <td>0</td>\n",
       "      <td>305</td>\n",
       "      <td>null</td>\n",
       "      <td>大专</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>岗位职责：1.负责工程审计项目的计划制定、在工程项目各环节发现问题并提出审计意见、撰写专项审...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265661</th>\n",
       "      <td>107c5be2bcf77cbee8e0dbe6a18fc4f3</td>\n",
       "      <td>专职司机</td>\n",
       "      <td>-</td>\n",
       "      <td>635</td>\n",
       "      <td>其他</td>\n",
       "      <td>1</td>\n",
       "      <td>10000</td>\n",
       "      <td>8001</td>\n",
       "      <td>20190314</td>\n",
       "      <td>20190413</td>\n",
       "      <td>0</td>\n",
       "      <td>305</td>\n",
       "      <td>null</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1、持有C1或者B1驾驶证，3-5年以上驾龄，驾龄期间无重大交通事故；2、熟悉南京市区及周边...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265662</th>\n",
       "      <td>da1238c53454a5d72e7881710841fd6c</td>\n",
       "      <td>车险查勘定损岗</td>\n",
       "      <td>-</td>\n",
       "      <td>530</td>\n",
       "      <td>核保理赔</td>\n",
       "      <td>1</td>\n",
       "      <td>8000</td>\n",
       "      <td>6001</td>\n",
       "      <td>20180803</td>\n",
       "      <td>20190718</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>null</td>\n",
       "      <td>本科</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>岗位职责：1、事故及损失信息的查勘，判断保险责任；2、协助客户处理事故善后；3、指导客户填写...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265663</th>\n",
       "      <td>5df72dc01eded68977835a5d0bff5b01</td>\n",
       "      <td>CustomerSalesManager,Chongqing</td>\n",
       "      <td>-</td>\n",
       "      <td>551</td>\n",
       "      <td>\\N</td>\n",
       "      <td>1</td>\n",
       "      <td>20000</td>\n",
       "      <td>15001</td>\n",
       "      <td>20190115</td>\n",
       "      <td>20191223</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>null</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CustomerSalesManager,Chongqing(Job-ID:18371)Ac...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265664</th>\n",
       "      <td>17e454cda37f7ef657fa94a4916ac05b</td>\n",
       "      <td>人事经理助理（优质日企）</td>\n",
       "      <td>-</td>\n",
       "      <td>538</td>\n",
       "      <td>人力资源专员/助理</td>\n",
       "      <td>1</td>\n",
       "      <td>15000</td>\n",
       "      <td>10001</td>\n",
       "      <td>20190325</td>\n",
       "      <td>20190424</td>\n",
       "      <td>0</td>\n",
       "      <td>103</td>\n",
       "      <td>null</td>\n",
       "      <td>本科</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.　GeneralInformationDepartment:人事行政管理部Positio...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265665</th>\n",
       "      <td>add219a23758de28eef9d27954c53aa4</td>\n",
       "      <td>预算员</td>\n",
       "      <td>-</td>\n",
       "      <td>702</td>\n",
       "      <td>工程造价/预结算</td>\n",
       "      <td>4</td>\n",
       "      <td>8000</td>\n",
       "      <td>6001</td>\n",
       "      <td>20190224</td>\n",
       "      <td>20190405</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>null</td>\n",
       "      <td>大专</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>岗位职责：主要从事幕墙或者精装修工程的预算、造价工作。岗位要求：1、本科及以上学历，工程管理...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265666</th>\n",
       "      <td>4eaf0c16c357d9e2b98ce3aebe8b7eba</td>\n",
       "      <td>施工员</td>\n",
       "      <td>-</td>\n",
       "      <td>530</td>\n",
       "      <td>施工员</td>\n",
       "      <td>20</td>\n",
       "      <td>10000</td>\n",
       "      <td>8001</td>\n",
       "      <td>20190211</td>\n",
       "      <td>20190325</td>\n",
       "      <td>1</td>\n",
       "      <td>510</td>\n",
       "      <td>null</td>\n",
       "      <td>大专</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>任职资格：1.具有水暖、土建相关工作经验者优先；2.有较强的责任心，有组织和协调能力，会识图...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265667</th>\n",
       "      <td>f8128a7b2e3de2af0ad1aa9b7a903019</td>\n",
       "      <td>营销招聘专员</td>\n",
       "      <td>-</td>\n",
       "      <td>718</td>\n",
       "      <td>招聘专员/助理</td>\n",
       "      <td>1</td>\n",
       "      <td>5000</td>\n",
       "      <td>4000</td>\n",
       "      <td>20190302</td>\n",
       "      <td>20190401</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>null</td>\n",
       "      <td>本科</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>岗位职责：1、通过网络、现场等各种渠道完成招聘任务；2、选择并且维护招聘渠道，并拓展新的招聘...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265668</th>\n",
       "      <td>4fb4390c27c3219c8c1ee7b5fe5c5ab6</td>\n",
       "      <td>家电-区域经理（重庆）</td>\n",
       "      <td>-</td>\n",
       "      <td>551</td>\n",
       "      <td>区域销售经理/主管</td>\n",
       "      <td>999</td>\n",
       "      <td>16000</td>\n",
       "      <td>8000</td>\n",
       "      <td>20181231</td>\n",
       "      <td>20190727</td>\n",
       "      <td>0</td>\n",
       "      <td>305</td>\n",
       "      <td>null</td>\n",
       "      <td>大专</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>岗位职责:（一）区域业务拓展与管理，建立与代理商、经销商的长期战略合作关系，提高品牌在市场中...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265669</th>\n",
       "      <td>15699cb4b84eca19d2513222ff7007bc</td>\n",
       "      <td>高级置业顾问-中原壹号院</td>\n",
       "      <td>-</td>\n",
       "      <td>719</td>\n",
       "      <td>房地产销售/置业顾问</td>\n",
       "      <td>2</td>\n",
       "      <td>6000</td>\n",
       "      <td>4001</td>\n",
       "      <td>20190318</td>\n",
       "      <td>20190417</td>\n",
       "      <td>0</td>\n",
       "      <td>103</td>\n",
       "      <td>null</td>\n",
       "      <td>本科</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>岗位职责：1、根据自身销售指标制定工作计划，完成销售指标；2、按标准完成销售全流程工作；任职...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265670</th>\n",
       "      <td>f9f914bfa09d584b13056f3ed17bce62</td>\n",
       "      <td>建筑设计规划师12417</td>\n",
       "      <td>-</td>\n",
       "      <td>574</td>\n",
       "      <td>建筑设计师</td>\n",
       "      <td>1</td>\n",
       "      <td>30000</td>\n",
       "      <td>25000</td>\n",
       "      <td>20190228</td>\n",
       "      <td>20191108</td>\n",
       "      <td>0</td>\n",
       "      <td>305</td>\n",
       "      <td>null</td>\n",
       "      <td>本科</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>岗位职责:1、负责项目规划及方案阶段的设计把控工作，项目施工图工作；2、项目定板定样、样板段...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265671</th>\n",
       "      <td>4ae9d3444e8dd025143bc515fa7825bd</td>\n",
       "      <td>高级客户经理（汽车行业）</td>\n",
       "      <td>-</td>\n",
       "      <td>530</td>\n",
       "      <td>高级客户经理/客户经理</td>\n",
       "      <td>1</td>\n",
       "      <td>20000</td>\n",
       "      <td>15001</td>\n",
       "      <td>20190314</td>\n",
       "      <td>20190413</td>\n",
       "      <td>0</td>\n",
       "      <td>305</td>\n",
       "      <td>null</td>\n",
       "      <td>本科</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>岗位要求：1、与客户方项目负责人保持日常联系，推动创意、活动方案的执行，对方案进行细化、整理...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265672</th>\n",
       "      <td>aabefda897d1ff1d1245c441443f79fa</td>\n",
       "      <td>福建客户经理</td>\n",
       "      <td>-</td>\n",
       "      <td>681</td>\n",
       "      <td>\\N</td>\n",
       "      <td>1</td>\n",
       "      <td>15000</td>\n",
       "      <td>10001</td>\n",
       "      <td>20190123</td>\n",
       "      <td>20190722</td>\n",
       "      <td>0</td>\n",
       "      <td>305</td>\n",
       "      <td>null</td>\n",
       "      <td>大专</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>岗位职责:1、负责福建省全省范围内PC、存储器、服务器等全线产品销售2、负责福建省区域行业同...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265673</th>\n",
       "      <td>5156dc047b4ba36743886d96239814e8</td>\n",
       "      <td>招商顾问-上海</td>\n",
       "      <td>-</td>\n",
       "      <td>538</td>\n",
       "      <td>招商专员</td>\n",
       "      <td>5</td>\n",
       "      <td>20000</td>\n",
       "      <td>10000</td>\n",
       "      <td>20190320</td>\n",
       "      <td>20190429</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>null</td>\n",
       "      <td>大专</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>岗位职责：1、拓展、维护招商渠道，开发客户资源；2、跟进目标客户，为企业办公、生产选址提供方...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265674</th>\n",
       "      <td>86fce0cb2293835bc6a8d49655e14a75</td>\n",
       "      <td>商务专员/助理</td>\n",
       "      <td>-</td>\n",
       "      <td>538</td>\n",
       "      <td>商务专员/助理</td>\n",
       "      <td>1</td>\n",
       "      <td>12000</td>\n",
       "      <td>8000</td>\n",
       "      <td>20190321</td>\n",
       "      <td>20190420</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>null</td>\n",
       "      <td>本科</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>岗位职责：1.负责日常市场容量变化统计，销售报表实时整理；2.负责市场分析实时统计，竞争对手...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265675</th>\n",
       "      <td>d98742734ca16cde6ab85c8fa22108c1</td>\n",
       "      <td>出纳</td>\n",
       "      <td>-</td>\n",
       "      <td>703</td>\n",
       "      <td>出纳员</td>\n",
       "      <td>1</td>\n",
       "      <td>6000</td>\n",
       "      <td>4000</td>\n",
       "      <td>20190227</td>\n",
       "      <td>20190329</td>\n",
       "      <td>0</td>\n",
       "      <td>305</td>\n",
       "      <td>null</td>\n",
       "      <td>大专</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>岗位职责：1、做好现金的日常管理及收付业务，保证现金收付的正确性和合法性；2、严格执行《企业...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265676</th>\n",
       "      <td>6584ae9c14e4d1546f45fee625948459</td>\n",
       "      <td>营销总监(001329)</td>\n",
       "      <td>-</td>\n",
       "      <td>531</td>\n",
       "      <td>\\N</td>\n",
       "      <td>1</td>\n",
       "      <td>20000</td>\n",
       "      <td>15001</td>\n",
       "      <td>20180719</td>\n",
       "      <td>20190502</td>\n",
       "      <td>1</td>\n",
       "      <td>305</td>\n",
       "      <td>null</td>\n",
       "      <td>本科</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>岗位职责:1、负责项目的营销策划，产品定位，完成天津区域公司制定的年度销售目标；2、根据项目...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265677</th>\n",
       "      <td>ec0e1ad7c5fc37f30d62455f93caaaa7</td>\n",
       "      <td>活动策划</td>\n",
       "      <td>-</td>\n",
       "      <td>538</td>\n",
       "      <td>活动策划</td>\n",
       "      <td>1</td>\n",
       "      <td>8000</td>\n",
       "      <td>6001</td>\n",
       "      <td>20190321</td>\n",
       "      <td>20190420</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>null</td>\n",
       "      <td>大专</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>岗位职责：1、可独立完成客户营销策划及提案；2、具有较强的创意能力及良好的文字功底；3、具有...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265678</th>\n",
       "      <td>20808fd14f8f56f0520ea3438833aaf6</td>\n",
       "      <td>特渠主管（沈阳）</td>\n",
       "      <td>-</td>\n",
       "      <td>599</td>\n",
       "      <td>\\N</td>\n",
       "      <td>1</td>\n",
       "      <td>8000</td>\n",
       "      <td>6001</td>\n",
       "      <td>20190309</td>\n",
       "      <td>20190408</td>\n",
       "      <td>1</td>\n",
       "      <td>305</td>\n",
       "      <td>null</td>\n",
       "      <td>大专</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>工作职责1.特渠工作项目跟进执行，内部沟通，信息传递；  2.执行特殊渠道的开发与项目工作、...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265679</th>\n",
       "      <td>90d15edbe71604e1fb1801974a7ec6ee</td>\n",
       "      <td>安装造价师【深圳】</td>\n",
       "      <td>-</td>\n",
       "      <td>765</td>\n",
       "      <td>工程造价/预结算</td>\n",
       "      <td>1</td>\n",
       "      <td>15000</td>\n",
       "      <td>9000</td>\n",
       "      <td>20190308</td>\n",
       "      <td>20190407</td>\n",
       "      <td>0</td>\n",
       "      <td>510</td>\n",
       "      <td>null</td>\n",
       "      <td>本科</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>岗位职责：1、负责本专业各实施阶段目标成本的编制、动态管理工作；2、在项目成本总监的带领下，...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265680</th>\n",
       "      <td>5be45c6b5323d66f11d4d30a29264069</td>\n",
       "      <td>业务代表（KA）</td>\n",
       "      <td>-</td>\n",
       "      <td>644</td>\n",
       "      <td>\\N</td>\n",
       "      <td>1</td>\n",
       "      <td>8000</td>\n",
       "      <td>6001</td>\n",
       "      <td>20190208</td>\n",
       "      <td>20190320</td>\n",
       "      <td>0</td>\n",
       "      <td>103</td>\n",
       "      <td>null</td>\n",
       "      <td>大专</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1、规划和制定KA门店发展计划；2、执行KA门店业务谈判工作（活动、库存、订单、价格、陈列、...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265681</th>\n",
       "      <td>39224e213ca59e1d719bbaec5848bef7</td>\n",
       "      <td>零售市场代表</td>\n",
       "      <td>-</td>\n",
       "      <td>599</td>\n",
       "      <td>\\N</td>\n",
       "      <td>10</td>\n",
       "      <td>10000</td>\n",
       "      <td>6000</td>\n",
       "      <td>20190126</td>\n",
       "      <td>20190426</td>\n",
       "      <td>0</td>\n",
       "      <td>103</td>\n",
       "      <td>null</td>\n",
       "      <td>本科</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>岗位职责：1、负责so目标达成，达成区域目标及产能指标；2、售团队的搭建及基础能力建设，实现...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265682</th>\n",
       "      <td>b56b94f3f15e92f487f197b613e43792</td>\n",
       "      <td>办公室主任/行政主管（上市公司+五险一金）</td>\n",
       "      <td>-</td>\n",
       "      <td>763</td>\n",
       "      <td>行政经理/主管/办公室主任</td>\n",
       "      <td>1</td>\n",
       "      <td>12000</td>\n",
       "      <td>8000</td>\n",
       "      <td>20190128</td>\n",
       "      <td>20190508</td>\n",
       "      <td>0</td>\n",
       "      <td>305</td>\n",
       "      <td>null</td>\n",
       "      <td>本科</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>岗位职责：1、协助制定和完善行政管理制度。2、负责内部相关文件、联系函的拟定及下发。3、负责...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265683</th>\n",
       "      <td>1a2d18aacd5593cbe939825a8166fa40</td>\n",
       "      <td>基建工程师</td>\n",
       "      <td>-</td>\n",
       "      <td>685</td>\n",
       "      <td>\\N</td>\n",
       "      <td>1</td>\n",
       "      <td>8000</td>\n",
       "      <td>6001</td>\n",
       "      <td>20190227</td>\n",
       "      <td>20190607</td>\n",
       "      <td>0</td>\n",
       "      <td>103</td>\n",
       "      <td>null</td>\n",
       "      <td>本科</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1、负责组织制定并维护集团基建工程相关制度及项目技术管理标准；2、负责组织安排评估及反馈集团...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265684</th>\n",
       "      <td>862ca26d54c5189a1774d588ab4d5bd1</td>\n",
       "      <td>薪酬主管/经理</td>\n",
       "      <td>-</td>\n",
       "      <td>530</td>\n",
       "      <td>薪酬福利专员/助理</td>\n",
       "      <td>1</td>\n",
       "      <td>15000</td>\n",
       "      <td>8000</td>\n",
       "      <td>20190304</td>\n",
       "      <td>20190413</td>\n",
       "      <td>1</td>\n",
       "      <td>305</td>\n",
       "      <td>null</td>\n",
       "      <td>本科</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>薪资：面议岗位职责：1.根据公司人力战略委员的决策,协助人力资源经理制定、调整员工薪资、福利...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265685</th>\n",
       "      <td>740968c8013675aab17a7100b68982ca</td>\n",
       "      <td>项目拓展经理</td>\n",
       "      <td>-</td>\n",
       "      <td>749</td>\n",
       "      <td>房地产项目策划经理/主管</td>\n",
       "      <td>1</td>\n",
       "      <td>20000</td>\n",
       "      <td>10000</td>\n",
       "      <td>20190311</td>\n",
       "      <td>20191227</td>\n",
       "      <td>1</td>\n",
       "      <td>305</td>\n",
       "      <td>null</td>\n",
       "      <td>本科</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>岗位职责:1、完成对所负责区域内目标城市的宏观经济发展、城市发展规划、土地政策及房地产市场等...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265686</th>\n",
       "      <td>1f1c0df03ce532641db7216120a5902f</td>\n",
       "      <td>厦门分行校园招聘-市场类</td>\n",
       "      <td>-</td>\n",
       "      <td>682</td>\n",
       "      <td>银行客户经理</td>\n",
       "      <td>50</td>\n",
       "      <td>15000</td>\n",
       "      <td>10001</td>\n",
       "      <td>20190320</td>\n",
       "      <td>20190419</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>null</td>\n",
       "      <td>本科</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>岗位职责：※招聘岗位对公业务客户经理、零售业务客户经理、金融市场业务客户经理方向。1、在了解...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265687</th>\n",
       "      <td>00af8118a691a1b363f25c5c07b32dc4</td>\n",
       "      <td>会计</td>\n",
       "      <td>-</td>\n",
       "      <td>765</td>\n",
       "      <td>会计/会计师</td>\n",
       "      <td>2</td>\n",
       "      <td>8000</td>\n",
       "      <td>5000</td>\n",
       "      <td>20190325</td>\n",
       "      <td>20190424</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>null</td>\n",
       "      <td>大专</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>任职资格：1、会计、财务管理等相关专业2、熟悉服务行位的财务管理、成本核算、相关知识；3、了...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265688</th>\n",
       "      <td>36d7a9d2622902c5d480d65994a0a854</td>\n",
       "      <td>美容顾问-茱莉蔻</td>\n",
       "      <td>-</td>\n",
       "      <td>801</td>\n",
       "      <td>美容顾问(BA)</td>\n",
       "      <td>2</td>\n",
       "      <td>8000</td>\n",
       "      <td>4000</td>\n",
       "      <td>20190311</td>\n",
       "      <td>20190410</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>null</td>\n",
       "      <td>中专</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>成都太古里旗舰店岗位要求1、20-30岁，条件优秀者可放宽2、高中学历，身高女性1.58米以...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265689</th>\n",
       "      <td>d944391d2a1692cf17eaf2edea0fe60c</td>\n",
       "      <td>医学信息沟通专员</td>\n",
       "      <td>-</td>\n",
       "      <td>600</td>\n",
       "      <td>医药代表</td>\n",
       "      <td>1</td>\n",
       "      <td>8000</td>\n",
       "      <td>6001</td>\n",
       "      <td>20190108</td>\n",
       "      <td>20191001</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>null</td>\n",
       "      <td>大专</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>工作职责：在公司政策和程序指引下传达医学信息,达成公司指标；及时提供市场信息并做出适当建议；...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>265690 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                   jd_no                        jd_title  \\\n",
       "0       3cf395f1d6f12de112d118c0349acbcd                         景观主创设计师   \n",
       "1       4ce99de185f55bea127ccd74c4bbf0ad                         土建工程造价员   \n",
       "2       d1181ba44c2cba01523b143dbf264636                            汽车销售   \n",
       "3       4e5da61aeffaba3dfea3bdd09dcce8d9                  客服文员/网络客服5000＋   \n",
       "4       db4d4ce28d394344a4bf93c18242e7d2           中安华筑技术标专员（五险+双休+早九晚五）   \n",
       "5       b57ffcba110cc479846b172ddca69d38                            工程预算   \n",
       "6       bb2815756f91a76b35100a8755dfccb3                            行政助理   \n",
       "7       b840165a2f684e3c15e6524d631a76ed                         部门助理/文员   \n",
       "8       2d5e8598a6db0023a0ae084c19878f3a                   天通苑课程顾问双休8000   \n",
       "9       8d617e2c466cbeb0f44979758cbb9969              资料录入员/行政班+纯文职+带薪年假   \n",
       "10      7c6c7b8a0048f534ea8ff0d3d43d8024                           医美咨询师   \n",
       "11      e8e732c7fef2c00adfa9dfc3eb0dc54a                           开发报建员   \n",
       "12      e853e4e1412883935f2f54a50119338a                          行政前台文员   \n",
       "13      98ada308045d57f99c93d6311021cf27                            工程预算   \n",
       "14      31812657d3ef8f98417baf21d6a6d55e                            经理助理   \n",
       "15      f92045b04f2a55b17e046286371b53f8                            项目经理   \n",
       "16      f00f9bca7d41b4101546ea6ff6cc7fe5                          绩效考核专员   \n",
       "17      0b813316f72225f82301b39f65d47d75            月6k包吃房补五险一金淘宝客服/运营助理   \n",
       "18      34aa8a3ff911a4dedd39e5c234e84809                        财务主管会计主管   \n",
       "19      14c54124eb124c1c116fdc09a4fd09c5                            人事专员   \n",
       "20      53e4d5f214ef022db025f9305090b1cc                            前台接待   \n",
       "21      5f1ad408e13d5d977bd3d1e7a9e5f475                          开发外联专员   \n",
       "22      c4107c63b069881cac2d1604adeebf0b                文员（跨行项目测试助理双休6k）   \n",
       "23      5ce5e3e801538848ddb42099b6c0926e                   实验室检验人员（金边工作）   \n",
       "24      fc350d5ab0034387e0c7cdd0845df6ef                           酒店收银员   \n",
       "25      f7e4e8fa6529bcb30c72ebb2f73323cd                            影视编剧   \n",
       "26      f926b7d45fcdf817f739739b15000925                            教务管理   \n",
       "27      151340a3d01ac12a716e1e478df6a4e2                        室内设计总监工装   \n",
       "28      5938f86badc5782b6b841dc0d25fd5e0                           土建造价员   \n",
       "29      f122a10f5ab0c603c5a584aade3317a2                         电商会计—双休   \n",
       "...                                  ...                             ...   \n",
       "265660  90b782c8cc66225e7b3c39cea37651b4                         土建造价工程师   \n",
       "265661  107c5be2bcf77cbee8e0dbe6a18fc4f3                            专职司机   \n",
       "265662  da1238c53454a5d72e7881710841fd6c                         车险查勘定损岗   \n",
       "265663  5df72dc01eded68977835a5d0bff5b01  CustomerSalesManager,Chongqing   \n",
       "265664  17e454cda37f7ef657fa94a4916ac05b                    人事经理助理（优质日企）   \n",
       "265665  add219a23758de28eef9d27954c53aa4                             预算员   \n",
       "265666  4eaf0c16c357d9e2b98ce3aebe8b7eba                             施工员   \n",
       "265667  f8128a7b2e3de2af0ad1aa9b7a903019                          营销招聘专员   \n",
       "265668  4fb4390c27c3219c8c1ee7b5fe5c5ab6                     家电-区域经理（重庆）   \n",
       "265669  15699cb4b84eca19d2513222ff7007bc                    高级置业顾问-中原壹号院   \n",
       "265670  f9f914bfa09d584b13056f3ed17bce62                    建筑设计规划师12417   \n",
       "265671  4ae9d3444e8dd025143bc515fa7825bd                    高级客户经理（汽车行业）   \n",
       "265672  aabefda897d1ff1d1245c441443f79fa                          福建客户经理   \n",
       "265673  5156dc047b4ba36743886d96239814e8                         招商顾问-上海   \n",
       "265674  86fce0cb2293835bc6a8d49655e14a75                         商务专员/助理   \n",
       "265675  d98742734ca16cde6ab85c8fa22108c1                              出纳   \n",
       "265676  6584ae9c14e4d1546f45fee625948459                    营销总监(001329)   \n",
       "265677  ec0e1ad7c5fc37f30d62455f93caaaa7                            活动策划   \n",
       "265678  20808fd14f8f56f0520ea3438833aaf6                        特渠主管（沈阳）   \n",
       "265679  90d15edbe71604e1fb1801974a7ec6ee                       安装造价师【深圳】   \n",
       "265680  5be45c6b5323d66f11d4d30a29264069                        业务代表（KA）   \n",
       "265681  39224e213ca59e1d719bbaec5848bef7                          零售市场代表   \n",
       "265682  b56b94f3f15e92f487f197b613e43792           办公室主任/行政主管（上市公司+五险一金）   \n",
       "265683  1a2d18aacd5593cbe939825a8166fa40                           基建工程师   \n",
       "265684  862ca26d54c5189a1774d588ab4d5bd1                         薪酬主管/经理   \n",
       "265685  740968c8013675aab17a7100b68982ca                          项目拓展经理   \n",
       "265686  1f1c0df03ce532641db7216120a5902f                    厦门分行校园招聘-市场类   \n",
       "265687  00af8118a691a1b363f25c5c07b32dc4                              会计   \n",
       "265688  36d7a9d2622902c5d480d65994a0a854                        美容顾问-茱莉蔻   \n",
       "265689  d944391d2a1692cf17eaf2edea0fe60c                        医学信息沟通专员   \n",
       "\n",
       "       company_name  city    jd_sub_type  require_nums  max_salary  \\\n",
       "0                 -   530        园林/景观设计             2       25000   \n",
       "1                 -   551       工程造价/预结算             5        8000   \n",
       "2                 -   719           汽车销售             5       10000   \n",
       "3                 -   565        网络/在线客服            10        8000   \n",
       "4                 -   664       工程造价/预结算             5        6000   \n",
       "5                 -   719       工程造价/预结算             3       10000   \n",
       "6                 -   731      人力资源专员/助理             2        6000   \n",
       "7                 -   653       助理/秘书/文员             1        8000   \n",
       "8                 -   530             \\N            10       10000   \n",
       "9                 -   538    电脑操作/打字/录入员             1        6000   \n",
       "10                -   613            咨询师             2       15000   \n",
       "11                -   890      房地产项目开发报建             1        8000   \n",
       "12                -   538       前台/总机/接待             1        4500   \n",
       "13                -   822       工程造价/预结算             3        6000   \n",
       "14                -   763       助理/秘书/文员             2        8000   \n",
       "15                -   854       建筑施工现场管理             2       15000   \n",
       "16                -   801      绩效考核专员/助理             1        9000   \n",
       "17                -   530      客户服务专员/助理             5        8000   \n",
       "18                -   599           财务经理             3        6000   \n",
       "19                -   702        招聘专员/助理             1        6000   \n",
       "20                -   765       前台/总机/接待             2        6000   \n",
       "21                -   719             其他             1       10000   \n",
       "22                -   801      绩效考核专员/助理             2        8000   \n",
       "23                -   736       化验/检验科医师             2       10000   \n",
       "24                -   574            收银员             2        5000   \n",
       "25                -   538      作家/编剧/撰稿人             5        8000   \n",
       "26                -   530      教学/教务管理人员             1        8000   \n",
       "27                -   530        艺术/设计总监             1       20000   \n",
       "28                -   719       工程造价/预结算             3        8000   \n",
       "29                -   765        会计助理/文员             1        8000   \n",
       "...             ...   ...            ...           ...         ...   \n",
       "265660            -   801       工程造价/预结算             1       15000   \n",
       "265661            -   635             其他             1       10000   \n",
       "265662            -   530           核保理赔             1        8000   \n",
       "265663            -   551             \\N             1       20000   \n",
       "265664            -   538      人力资源专员/助理             1       15000   \n",
       "265665            -   702       工程造价/预结算             4        8000   \n",
       "265666            -   530            施工员            20       10000   \n",
       "265667            -   718        招聘专员/助理             1        5000   \n",
       "265668            -   551      区域销售经理/主管           999       16000   \n",
       "265669            -   719     房地产销售/置业顾问             2        6000   \n",
       "265670            -   574          建筑设计师             1       30000   \n",
       "265671            -   530    高级客户经理/客户经理             1       20000   \n",
       "265672            -   681             \\N             1       15000   \n",
       "265673            -   538           招商专员             5       20000   \n",
       "265674            -   538        商务专员/助理             1       12000   \n",
       "265675            -   703            出纳员             1        6000   \n",
       "265676            -   531             \\N             1       20000   \n",
       "265677            -   538           活动策划             1        8000   \n",
       "265678            -   599             \\N             1        8000   \n",
       "265679            -   765       工程造价/预结算             1       15000   \n",
       "265680            -   644             \\N             1        8000   \n",
       "265681            -   599             \\N            10       10000   \n",
       "265682            -   763  行政经理/主管/办公室主任             1       12000   \n",
       "265683            -   685             \\N             1        8000   \n",
       "265684            -   530      薪酬福利专员/助理             1       15000   \n",
       "265685            -   749   房地产项目策划经理/主管             1       20000   \n",
       "265686            -   682         银行客户经理            50       15000   \n",
       "265687            -   765         会计/会计师             2        8000   \n",
       "265688            -   801       美容顾问(BA)             2        8000   \n",
       "265689            -   600           医药代表             1        8000   \n",
       "\n",
       "        min_salary start_date  end_date  is_travel  min_years   key  \\\n",
       "0            15000   20190325  20190524          1        510  null   \n",
       "1             4000   20190313  20190412          1        305  null   \n",
       "2             8001   20190301  20190410          1         -1  null   \n",
       "3             4000   20190220  20191217          0         -1  null   \n",
       "4             4001   20190318  20190417          0        103  null   \n",
       "5             8001   20190322  20190421          0        510  null   \n",
       "6             4001   20190201  20190303          0         -1  null   \n",
       "7             5000   20190320  20191123          0         -1  null   \n",
       "8             8001   20190309  20190418          0         -1  null   \n",
       "9             4001   20190325  20190424          0         -1  null   \n",
       "10           10001   20190321  20190420          0        510  null   \n",
       "11            6001   20190320  20190419          0        103  null   \n",
       "12            3000   20190311  20190410          0          1  null   \n",
       "13            4001   20190305  20190404          0        103  null   \n",
       "14            6001   20190312  20190411          0         -1  null   \n",
       "15           10001   20190306  20190405          0        510  null   \n",
       "16            5000   20190304  20191110          0         -1  null   \n",
       "17            6001   20190325  20190424          0         -1  null   \n",
       "18            4001   20190308  20190407          0        103  null   \n",
       "19            4001   20190227  20190329          0         -1  null   \n",
       "20            4000   20190213  20190315          0        103  null   \n",
       "21            6000   20190304  20190403          0        103  null   \n",
       "22            6001   20190316  20190912          0         -1  null   \n",
       "23            8001   20190318  20190417          0        305  null   \n",
       "24            4300   20190311  20190410          0         -1  null   \n",
       "25            6001   20181012  20190317          1        103  null   \n",
       "26            6001   20190309  20190418          0        103  null   \n",
       "27           15001   20190311  20190410          1        305  null   \n",
       "28            6000   20190312  20190411          0        305  null   \n",
       "29            6001   20190322  20190421          0        103  null   \n",
       "...            ...        ...       ...        ...        ...   ...   \n",
       "265660       10001   20190307  20190605          0        305  null   \n",
       "265661        8001   20190314  20190413          0        305  null   \n",
       "265662        6001   20180803  20190718          1          0  null   \n",
       "265663       15001   20190115  20191223          0          0  null   \n",
       "265664       10001   20190325  20190424          0        103  null   \n",
       "265665        6001   20190224  20190405          1        103  null   \n",
       "265666        8001   20190211  20190325          1        510  null   \n",
       "265667        4000   20190302  20190401          1        103  null   \n",
       "265668        8000   20181231  20190727          0        305  null   \n",
       "265669        4001   20190318  20190417          0        103  null   \n",
       "265670       25000   20190228  20191108          0        305  null   \n",
       "265671       15001   20190314  20190413          0        305  null   \n",
       "265672       10001   20190123  20190722          0        305  null   \n",
       "265673       10000   20190320  20190429          0         -1  null   \n",
       "265674        8000   20190321  20190420          0         -1  null   \n",
       "265675        4000   20190227  20190329          0        305  null   \n",
       "265676       15001   20180719  20190502          1        305  null   \n",
       "265677        6001   20190321  20190420          1        103  null   \n",
       "265678        6001   20190309  20190408          1        305  null   \n",
       "265679        9000   20190308  20190407          0        510  null   \n",
       "265680        6001   20190208  20190320          0        103  null   \n",
       "265681        6000   20190126  20190426          0        103  null   \n",
       "265682        8000   20190128  20190508          0        305  null   \n",
       "265683        6001   20190227  20190607          0        103  null   \n",
       "265684        8000   20190304  20190413          1        305  null   \n",
       "265685       10000   20190311  20191227          1        305  null   \n",
       "265686       10001   20190320  20190419          0          0  null   \n",
       "265687        5000   20190325  20190424          1        103  null   \n",
       "265688        4000   20190311  20190410          1         -1  null   \n",
       "265689        6001   20190108  20191001          1         -1  null   \n",
       "\n",
       "       min_edu_level max_edu_level is_mangerial resume_language_required  \\\n",
       "0                 本科            \\N           \\N                       \\N   \n",
       "1                大专             \\N           \\N                      NaN   \n",
       "2                 \\N            \\N           \\N                      NaN   \n",
       "3                 \\N            \\N           \\N                      NaN   \n",
       "4                大专             \\N           \\N                      NaN   \n",
       "5                大专             \\N           \\N                      NaN   \n",
       "6                 中专            \\N           \\N                       \\N   \n",
       "7                大专             \\N           \\N                      NaN   \n",
       "8                 \\N            \\N           \\N                      NaN   \n",
       "9                大专             \\N           \\N                      NaN   \n",
       "10               大专             \\N           \\N                      NaN   \n",
       "11                本科            \\N           \\N                      NaN   \n",
       "12               大专             \\N           \\N                      NaN   \n",
       "13               大专             \\N           \\N                       \\N   \n",
       "14               大专             \\N           \\N                      NaN   \n",
       "15               大专             \\N           \\N                       \\N   \n",
       "16               大专             \\N           \\N                      NaN   \n",
       "17                \\N            \\N           \\N                      NaN   \n",
       "18                本科            \\N           \\N                      NaN   \n",
       "19                \\N            \\N           \\N                      NaN   \n",
       "20               大专             \\N           \\N                      NaN   \n",
       "21                本科            \\N           \\N                      NaN   \n",
       "22               大专             \\N           \\N                      NaN   \n",
       "23                本科            \\N           \\N                      NaN   \n",
       "24               大专             \\N           \\N                      NaN   \n",
       "25               大专             \\N           \\N                      NaN   \n",
       "26               大专             \\N           \\N                      NaN   \n",
       "27                本科            \\N           \\N                      NaN   \n",
       "28               大专             \\N           \\N                      NaN   \n",
       "29               大专             \\N           \\N                      NaN   \n",
       "...              ...           ...          ...                      ...   \n",
       "265660           大专             \\N           \\N                      NaN   \n",
       "265661            \\N            \\N           \\N                      NaN   \n",
       "265662            本科            \\N           \\N                      NaN   \n",
       "265663            \\N            \\N           \\N                      NaN   \n",
       "265664            本科            \\N           \\N                      NaN   \n",
       "265665           大专             \\N           \\N                      NaN   \n",
       "265666           大专             \\N           \\N                      NaN   \n",
       "265667            本科            \\N           \\N                      NaN   \n",
       "265668           大专             \\N           \\N                      NaN   \n",
       "265669            本科            \\N           \\N                      NaN   \n",
       "265670            本科            \\N           \\N                      NaN   \n",
       "265671            本科            \\N           \\N                      NaN   \n",
       "265672           大专             \\N           \\N                      NaN   \n",
       "265673           大专             \\N           \\N                      NaN   \n",
       "265674            本科            \\N           \\N                      NaN   \n",
       "265675           大专             \\N           \\N                      NaN   \n",
       "265676            本科            \\N           \\N                       \\N   \n",
       "265677           大专             \\N           \\N                      NaN   \n",
       "265678           大专             \\N           \\N                      NaN   \n",
       "265679            本科            \\N           \\N                      NaN   \n",
       "265680           大专             \\N           \\N                      NaN   \n",
       "265681            本科            \\N           \\N                      NaN   \n",
       "265682            本科            \\N           \\N                      NaN   \n",
       "265683            本科            \\N           \\N                      NaN   \n",
       "265684            本科            \\N           \\N                      NaN   \n",
       "265685            本科            \\N           \\N                      NaN   \n",
       "265686            本科            \\N           \\N                      NaN   \n",
       "265687           大专             \\N           \\N                      NaN   \n",
       "265688            中专            \\N           \\N                      NaN   \n",
       "265689           大专             \\N           \\N                      NaN   \n",
       "\n",
       "                                          job_description  \n",
       "0       岗位职责：1、全面负责景观项目的概念设计和方案设计、扩初设计和施工图设计的工作，同时对方案文...  \n",
       "1       1、能够独立完成工程概、预、结算的编制及审核工作；2、熟悉重庆地区相关计价原则及计价文件；3...  \n",
       "2       岗位职责：1、负责整车销售服务和进店客户咨询服务；2、负责整理各车型的销售资料及客户档案；3...  \n",
       "3       高薪线上推广专员（可接受优秀应届毕业生）岗位职责：1、为客户提供快速、准确与专业的咨询及服务...  \n",
       "4       岗位职责：1、负责组织招标文件、投标文件的审批工作；2、参与投标活动，负责投标答辩资料的编纂...  \n",
       "5       工程预算员岗位职责：1、能够独立完成土建专业施工预算、现场签证、技术措施费、洽商工程量、工程...  \n",
       "6       职位描述1、协助上级做好招聘工作。2、对面试者进行电话邀约；3、员工入职离职手续的办理。4、...  \n",
       "7       岗位职责：1、处理部门事务，组织安排会议、整理会议记录等；2、协助部门整理文件资料、制作PP...  \n",
       "8       【职位优势】1、工作时间：早九晚六、周末双休；2、办公方便：昌平区天通苑（紧邻地铁5号线天通...  \n",
       "9       1、负责资料数据等的录入、复核；2、负责档案打印及装订；3、上级安排的其他工作。任职要求：1...  \n",
       "10      岗位职责：1、接待来访医美客户及线上咨询2、负责为高端顾客提供专业的咨询和美容设计服务，讲解...  \n",
       "11      岗位职责：1、按照有关政策法规办理开发项目所需的各种行政许可、证照、批文；2、完善工程有关建...  \n",
       "12      职位描述：负责前台的接待；辅助员工入职与离职的办理；负责公司快递，信件的发放；负责审核单子，...  \n",
       "13      1.负责公司项目清单报价，或定额报价，确保报价精准2.熟练掌握各类专业技术软件，与图纸软件1...  \n",
       "14      【岗位职责】1.了解公司运营情况状况，协助上级对公司运作与各部门工作进行管理、协调；2.协助...  \n",
       "15      1.确保项目目标实现，保证业主满意这一项基本职责是检查和衡量项目经理管理成败、水平高低的基本...  \n",
       "16      岗位职责：1、制作公司每月的工资报表，按时发放工资;2、薪酬数据分析及统计等工作，按时完成人...  \n",
       "17      岗位职责：1、负责平台店铺客户服务工作，处理日常的售前售后问题；2、协助同事完成公司安排的其...  \n",
       "18      岗位要求1、会计、财务管理相关专业，大专以上学历，28--36岁优先2、3年以上财务管理工作...  \n",
       "19      岗位职责：1、负责公司招聘、培训、员工入职、转正等工作的综合管理2、做好员工考勤、奖惩管理，...  \n",
       "20      1、负责公司电话接转，来访人员登记、接待讲解产品工作；2、收发信件、报刊、文件等；3、及时更...  \n",
       "21      1、负责公司各项目的建设工程规划证的办理，2、负责市政配套工程相关手续办理，负责竣工备案相关...  \n",
       "22      岗位要求：1、男女不限，年龄20-30岁，想往IT互联网行业长期发展，有基础者优先；2、大专...  \n",
       "23      岗位职责：具备细胞生物学、胚胎学、遗传学等相关学科的理论及细胞培养技能，掌握人类辅助生殖技术...  \n",
       "24      收银员4300元/月2人岗位职责：按照酒店收费标准，准确、及时、快捷地完成收银结算业务，为所...  \n",
       "25      1、在总监和编审的指导下，写院线电影和电视剧剧本片段；2、根据主编要求需要动笔写作（本岗位不...  \n",
       "26      岗位职责：1、配合教务总监对教师在线课程质量监督检查；2、检查讲师课程反馈表填写的准确性与及...  \n",
       "27      岗位职责：1、负责室内装饰团队的全面管理工作；2、在保证部门年度经营目标顺利达成的同时，不断...  \n",
       "28      1.3-5年工作经验；2.大专以上学历；3.工程造价专业，具有造价员证书；4.熟练运用广联达...  \n",
       "29      岗位职责：1.有跨境电商财务工作经验；2.熟悉跨境电商工作流程并能与其他部门顺畅沟通；3.能...  \n",
       "...                                                   ...  \n",
       "265660  岗位职责：1.负责工程审计项目的计划制定、在工程项目各环节发现问题并提出审计意见、撰写专项审...  \n",
       "265661  1、持有C1或者B1驾驶证，3-5年以上驾龄，驾龄期间无重大交通事故；2、熟悉南京市区及周边...  \n",
       "265662  岗位职责：1、事故及损失信息的查勘，判断保险责任；2、协助客户处理事故善后；3、指导客户填写...  \n",
       "265663  CustomerSalesManager,Chongqing(Job-ID:18371)Ac...  \n",
       "265664  1.　GeneralInformationDepartment:人事行政管理部Positio...  \n",
       "265665  岗位职责：主要从事幕墙或者精装修工程的预算、造价工作。岗位要求：1、本科及以上学历，工程管理...  \n",
       "265666  任职资格：1.具有水暖、土建相关工作经验者优先；2.有较强的责任心，有组织和协调能力，会识图...  \n",
       "265667  岗位职责：1、通过网络、现场等各种渠道完成招聘任务；2、选择并且维护招聘渠道，并拓展新的招聘...  \n",
       "265668  岗位职责:（一）区域业务拓展与管理，建立与代理商、经销商的长期战略合作关系，提高品牌在市场中...  \n",
       "265669  岗位职责：1、根据自身销售指标制定工作计划，完成销售指标；2、按标准完成销售全流程工作；任职...  \n",
       "265670  岗位职责:1、负责项目规划及方案阶段的设计把控工作，项目施工图工作；2、项目定板定样、样板段...  \n",
       "265671  岗位要求：1、与客户方项目负责人保持日常联系，推动创意、活动方案的执行，对方案进行细化、整理...  \n",
       "265672  岗位职责:1、负责福建省全省范围内PC、存储器、服务器等全线产品销售2、负责福建省区域行业同...  \n",
       "265673  岗位职责：1、拓展、维护招商渠道，开发客户资源；2、跟进目标客户，为企业办公、生产选址提供方...  \n",
       "265674  岗位职责：1.负责日常市场容量变化统计，销售报表实时整理；2.负责市场分析实时统计，竞争对手...  \n",
       "265675  岗位职责：1、做好现金的日常管理及收付业务，保证现金收付的正确性和合法性；2、严格执行《企业...  \n",
       "265676  岗位职责:1、负责项目的营销策划，产品定位，完成天津区域公司制定的年度销售目标；2、根据项目...  \n",
       "265677  岗位职责：1、可独立完成客户营销策划及提案；2、具有较强的创意能力及良好的文字功底；3、具有...  \n",
       "265678  工作职责1.特渠工作项目跟进执行，内部沟通，信息传递；  2.执行特殊渠道的开发与项目工作、...  \n",
       "265679  岗位职责：1、负责本专业各实施阶段目标成本的编制、动态管理工作；2、在项目成本总监的带领下，...  \n",
       "265680  1、规划和制定KA门店发展计划；2、执行KA门店业务谈判工作（活动、库存、订单、价格、陈列、...  \n",
       "265681  岗位职责：1、负责so目标达成，达成区域目标及产能指标；2、售团队的搭建及基础能力建设，实现...  \n",
       "265682  岗位职责：1、协助制定和完善行政管理制度。2、负责内部相关文件、联系函的拟定及下发。3、负责...  \n",
       "265683  1、负责组织制定并维护集团基建工程相关制度及项目技术管理标准；2、负责组织安排评估及反馈集团...  \n",
       "265684  薪资：面议岗位职责：1.根据公司人力战略委员的决策,协助人力资源经理制定、调整员工薪资、福利...  \n",
       "265685  岗位职责:1、完成对所负责区域内目标城市的宏观经济发展、城市发展规划、土地政策及房地产市场等...  \n",
       "265686  岗位职责：※招聘岗位对公业务客户经理、零售业务客户经理、金融市场业务客户经理方向。1、在了解...  \n",
       "265687  任职资格：1、会计、财务管理等相关专业2、熟悉服务行位的财务管理、成本核算、相关知识；3、了...  \n",
       "265688  成都太古里旗舰店岗位要求1、20-30岁，条件优秀者可放宽2、高中学历，身高女性1.58米以...  \n",
       "265689  工作职责：在公司政策和程序指引下传达医学信息,达成公司指标；及时提供市场信息并做出适当建议；...  \n",
       "\n",
       "[265690 rows x 18 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.read_table('../data/zhaopin_round1_train_20190716/table2_jd',delimiter=\"\\t\",error_bad_lines=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "      <td>c6253e3227f4cc33d4606a279364be76</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>700924</th>\n",
       "      <td>30389e3347dea542037ca56f3a3b2048</td>\n",
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       "      <th>700925</th>\n",
       "      <td>30389e3347dea542037ca56f3a3b2048</td>\n",
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       "      <td>30389e3347dea542037ca56f3a3b2048</td>\n",
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       "      <th>700927</th>\n",
       "      <td>30389e3347dea542037ca56f3a3b2048</td>\n",
       "      <td>bc9d54ad22720a65ad71848ab7d3012a</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
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       "      <td>30389e3347dea542037ca56f3a3b2048</td>\n",
       "      <td>51768872e26bd2d31fb613e2b395b140</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>700929</th>\n",
       "      <td>30389e3347dea542037ca56f3a3b2048</td>\n",
       "      <td>ab9a661cf74040a7dd039c2e13bcd6fe</td>\n",
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       "    <tr>\n",
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       "      <td>30389e3347dea542037ca56f3a3b2048</td>\n",
       "      <td>4f63677b89d2e50a82de59e3b861e829</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>700931</th>\n",
       "      <td>30389e3347dea542037ca56f3a3b2048</td>\n",
       "      <td>0392af3766259c394a270631a3b058bf</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>700932</th>\n",
       "      <td>30389e3347dea542037ca56f3a3b2048</td>\n",
       "      <td>7b5202e6b1fc744a8dc10c43473d177a</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>700933</th>\n",
       "      <td>30389e3347dea542037ca56f3a3b2048</td>\n",
       "      <td>fb2ce7ca53dadb38b8365630a74b616e</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>700934</th>\n",
       "      <td>30389e3347dea542037ca56f3a3b2048</td>\n",
       "      <td>ac78fb04841f557ef529b7f024699a4a</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>700935</th>\n",
       "      <td>30389e3347dea542037ca56f3a3b2048</td>\n",
       "      <td>be3ddb712467242fdd9f7f766d8f1097</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>700936</th>\n",
       "      <td>30389e3347dea542037ca56f3a3b2048</td>\n",
       "      <td>4e74a01747883eb053831bf778b0b1d8</td>\n",
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       "    <tr>\n",
       "      <th>700937</th>\n",
       "      <td>30389e3347dea542037ca56f3a3b2048</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>700938 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 user_id                             jd_no  \\\n",
       "0       17e1b9f107dd1214bd78dec6d91593a4  4ce99de185f55bea127ccd74c4bbf0ad   \n",
       "1       17e1b9f107dd1214bd78dec6d91593a4  e9959d3b5fd8b26da07e8b8a3b80489a   \n",
       "2       17e1b9f107dd1214bd78dec6d91593a4  7ecd6ab0c7e43b40b7d1dbd4a9b1e6f5   \n",
       "3       17e1b9f107dd1214bd78dec6d91593a4  112ea9c8ef92c1a7d5fa679cc6c05053   \n",
       "4       17e1b9f107dd1214bd78dec6d91593a4  1953082bf7ee0919820eb7ba05be3425   \n",
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       "9       17e1b9f107dd1214bd78dec6d91593a4  c4308d54d5e897af13cea6dee9d54662   \n",
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       "16      17e1b9f107dd1214bd78dec6d91593a4  0696c44a4c19ba7bd60bed1e2fda5c7d   \n",
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       "18      17e1b9f107dd1214bd78dec6d91593a4  0faa0fd87a48101674503b779699ced5   \n",
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       "27      17e1b9f107dd1214bd78dec6d91593a4  8a84be122e046c775e02c350b5fddad5   \n",
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       "29      17e1b9f107dd1214bd78dec6d91593a4  96e63c45babcd0db468ca0d315a2e2c4   \n",
       "...                                  ...                               ...   \n",
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       "700919  30389e3347dea542037ca56f3a3b2048  7cc42a628bd51111a0cc4744276b0c9a   \n",
       "700920  30389e3347dea542037ca56f3a3b2048  aa58b2ddab9c1dfa5e34bee32ea02a9c   \n",
       "700921  30389e3347dea542037ca56f3a3b2048  9d08fd8f97e0aaa73de9335c3bd2de7b   \n",
       "700922  30389e3347dea542037ca56f3a3b2048  af6d2a20e8c67a7bdefe1071b0fad5cd   \n",
       "700923  30389e3347dea542037ca56f3a3b2048  c6253e3227f4cc33d4606a279364be76   \n",
       "700924  30389e3347dea542037ca56f3a3b2048  a58c34a7e207036af98a3a221c4d9d0d   \n",
       "700925  30389e3347dea542037ca56f3a3b2048  d333dc9ea62aec510b426c6e4abf5344   \n",
       "700926  30389e3347dea542037ca56f3a3b2048  a293bf2b48e39d555ddb9d69790cfa29   \n",
       "700927  30389e3347dea542037ca56f3a3b2048  bc9d54ad22720a65ad71848ab7d3012a   \n",
       "700928  30389e3347dea542037ca56f3a3b2048  51768872e26bd2d31fb613e2b395b140   \n",
       "700929  30389e3347dea542037ca56f3a3b2048  ab9a661cf74040a7dd039c2e13bcd6fe   \n",
       "700930  30389e3347dea542037ca56f3a3b2048  4f63677b89d2e50a82de59e3b861e829   \n",
       "700931  30389e3347dea542037ca56f3a3b2048  0392af3766259c394a270631a3b058bf   \n",
       "700932  30389e3347dea542037ca56f3a3b2048  7b5202e6b1fc744a8dc10c43473d177a   \n",
       "700933  30389e3347dea542037ca56f3a3b2048  fb2ce7ca53dadb38b8365630a74b616e   \n",
       "700934  30389e3347dea542037ca56f3a3b2048  ac78fb04841f557ef529b7f024699a4a   \n",
       "700935  30389e3347dea542037ca56f3a3b2048  be3ddb712467242fdd9f7f766d8f1097   \n",
       "700936  30389e3347dea542037ca56f3a3b2048  4e74a01747883eb053831bf778b0b1d8   \n",
       "700937  30389e3347dea542037ca56f3a3b2048  e99fbfb33558ec33a83918460b50f6bb   \n",
       "\n",
       "        browsed  delivered  satisfied  \n",
       "0             0          0          0  \n",
       "1             0          0          0  \n",
       "2             0          0          0  \n",
       "3             0          0          0  \n",
       "4             0          0          0  \n",
       "5             1          0          0  \n",
       "6             0          0          0  \n",
       "7             0          0          0  \n",
       "8             0          0          0  \n",
       "9             0          0          0  \n",
       "10            0          0          0  \n",
       "11            0          0          0  \n",
       "12            1          1          1  \n",
       "13            0          0          0  \n",
       "14            0          0          0  \n",
       "15            1          0          0  \n",
       "16            1          1          1  \n",
       "17            0          0          0  \n",
       "18            0          0          0  \n",
       "19            1          1          1  \n",
       "20            0          0          0  \n",
       "21            0          0          0  \n",
       "22            0          0          0  \n",
       "23            0          0          0  \n",
       "24            1          1          0  \n",
       "25            0          0          0  \n",
       "26            0          0          0  \n",
       "27            0          0          0  \n",
       "28            0          0          0  \n",
       "29            0          0          0  \n",
       "...         ...        ...        ...  \n",
       "700908        0          0          0  \n",
       "700909        0          0          0  \n",
       "700910        1          0          0  \n",
       "700911        0          0          0  \n",
       "700912        1          0          0  \n",
       "700913        0          0          0  \n",
       "700914        0          0          0  \n",
       "700915        0          0          0  \n",
       "700916        0          0          0  \n",
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       "700918        0          0          0  \n",
       "700919        1          0          0  \n",
       "700920        0          0          0  \n",
       "700921        1          1          0  \n",
       "700922        0          0          0  \n",
       "700923        1          1          1  \n",
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       "700925        0          0          0  \n",
       "700926        0          0          0  \n",
       "700927        0          0          0  \n",
       "700928        0          0          0  \n",
       "700929        0          0          0  \n",
       "700930        0          0          0  \n",
       "700931        0          0          0  \n",
       "700932        0          0          0  \n",
       "700933        0          0          0  \n",
       "700934        0          0          0  \n",
       "700935        0          0          0  \n",
       "700936        0          0          0  \n",
       "700937        0          0          0  \n",
       "\n",
       "[700938 rows x 5 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.read_table('../data/zhaopin_round1_train_20190716/table3_action',delimiter=\"\\t\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user_id</th>\n",
       "      <th>live_city_id</th>\n",
       "      <th>desire_jd_city_id</th>\n",
       "      <th>desire_jd_industry_id</th>\n",
       "      <th>desire_jd_type_id</th>\n",
       "      <th>desire_jd_salary_id</th>\n",
       "      <th>cur_industry_id</th>\n",
       "      <th>cur_jd_type</th>\n",
       "      <th>cur_salary_id</th>\n",
       "      <th>cur_degree_id</th>\n",
       "      <th>birthday</th>\n",
       "      <th>start_work_date</th>\n",
       "      <th>experience</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
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       "      <td>531</td>\n",
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       "      <td>大型设备/机电设备/重工业,房地产/建筑/建材/工程,电气/电力/水利</td>\n",
       "      <td>项目经理/项目主管,房地产项目管理,项目专员/助理</td>\n",
       "      <td>600108000</td>\n",
       "      <td>大型设备/机电设备/重工业</td>\n",
       "      <td>项目管理/项目协调</td>\n",
       "      <td>0400106000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24</td>\n",
       "      <td>2016</td>\n",
       "      <td>互联网参考模型osi七层|文件|材料|项目管理|成本分析|风险|材料采购|工程部|保证|成本...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>121cc4b0ea96666856c58ee25c2d945e</td>\n",
       "      <td>576</td>\n",
       "      <td>530,576,854</td>\n",
       "      <td>房地产|建筑业,文化|传媒|娱乐|体育,环保</td>\n",
       "      <td>建筑制图,三维/3D设计/制作,设计管理人员</td>\n",
       "      <td>0</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>影视/媒体/出版/印刷</td>\n",
       "      <td>0800110000</td>\n",
       "      <td>本科</td>\n",
       "      <td>27</td>\n",
       "      <td>2012</td>\n",
       "      <td>三维|pr|ps|现场|bim|模型|建设|处理|知识|钢结构|施工人员|变更|动画|视频|...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>19840deca71b87c132b9a3c55d22fc77</td>\n",
       "      <td>653</td>\n",
       "      <td>664,-,-</td>\n",
       "      <td>其他</td>\n",
       "      <td>其他</td>\n",
       "      <td>400106000</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>工程监理/质量管理</td>\n",
       "      <td>0400106000</td>\n",
       "      <td>本科</td>\n",
       "      <td>27</td>\n",
       "      <td>2015</td>\n",
       "      <td>过程控制|现场|检查|人力|施工单位|工程|核对|工程师|图书馆|监理员|组团|土建|安全|...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>20edcc2707909ab6bfc32fa72de7639f</td>\n",
       "      <td>719</td>\n",
       "      <td>719,-,-</td>\n",
       "      <td>专业服务/咨询(财会/法律/人力资源等),房地产/建筑/建材/工程,信托/担保/拍卖/典当</td>\n",
       "      <td>出纳员,会计助理/文员</td>\n",
       "      <td>0</td>\n",
       "      <td>媒体/出版/影视/文化传播</td>\n",
       "      <td>财务/审计/税务</td>\n",
       "      <td>0400106000</td>\n",
       "      <td>本科</td>\n",
       "      <td>24</td>\n",
       "      <td>2017</td>\n",
       "      <td>账户|现场|收款|银行|对账|票据|office|采集|业务|责任心|单位|会计工作|沟通能...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>154d443475ee8c77a2b3c8b26c5209f2</td>\n",
       "      <td>647</td>\n",
       "      <td>647,-,-</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>土木/建筑/装修/市政工程,房地产开发/经纪/中介</td>\n",
       "      <td>800110000</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>土木/建筑/装修/市政工程</td>\n",
       "      <td>0600108000</td>\n",
       "      <td>本科</td>\n",
       "      <td>30</td>\n",
       "      <td>2010</td>\n",
       "      <td>计划|环保|立项|现场|检测|建设|处理|房地产|合同|手续|责任心|建造师|变更|工程造价...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1580720699e7010c4d3121fb0ad50c13</td>\n",
       "      <td>765</td>\n",
       "      <td>765,-,-</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>房地产项目招投标,供应商开发,采购经理/主管</td>\n",
       "      <td>1000115000</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0800110000</td>\n",
       "      <td>本科</td>\n",
       "      <td>27</td>\n",
       "      <td>2013</td>\n",
       "      <td>室内装修|硬件|金属材料|vb二级|建设|领域|英语|合同|成本|布线|议价|经销|投标|标...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>271a4844379d2fe429d4f460e1fa5596</td>\n",
       "      <td>864</td>\n",
       "      <td>556,557,552</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>建筑工程师,施工员,建筑施工现场管理</td>\n",
       "      <td>600108000</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0400106000</td>\n",
       "      <td>本科</td>\n",
       "      <td>24</td>\n",
       "      <td>2016</td>\n",
       "      <td>计划|预算|现场|成本预算|预算软件|组织|设计方案|签证|保证|成本|食堂|单位|建造师|...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1d48dfeeed5183323edda0f12abaca59</td>\n",
       "      <td>736</td>\n",
       "      <td>736,-,-</td>\n",
       "      <td>其他,教育/培训/院校,医疗/护理/美容/保健/卫生服务</td>\n",
       "      <td>培训/招生/课程顾问,其他,护士/护理人员</td>\n",
       "      <td>600108000</td>\n",
       "      <td>医疗/护理/美容/保健/卫生服务</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0600108000</td>\n",
       "      <td>本科</td>\n",
       "      <td>30</td>\n",
       "      <td>2010</td>\n",
       "      <td>客服|英语过四级|外国语言文学|招生|吃苦|售后|涉外护理|护士|护理|助产|售前|自我评价...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>003dfae7fc8517d16a23cf32dd76eccd</td>\n",
       "      <td>736</td>\n",
       "      <td>736,-,-</td>\n",
       "      <td>房地产/建筑/建材/工程,医疗/护理/美容/保健/卫生服务,环保</td>\n",
       "      <td>出纳员,财务助理</td>\n",
       "      <td>400106000</td>\n",
       "      <td>环保</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0400106000</td>\n",
       "      <td>大专</td>\n",
       "      <td>24</td>\n",
       "      <td>2016</td>\n",
       "      <td>会计帐务处理|文件|资料|报税|执行|处理|核对|会计|手续|保证|单位|核算|制单|自我评...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0ffb49e40daf50f2e92e15ca8af1e0df</td>\n",
       "      <td>530</td>\n",
       "      <td>530,-,-</td>\n",
       "      <td>物流/仓储,航空/航天研究与制造,教育/培训/院校</td>\n",
       "      <td>其他</td>\n",
       "      <td>400106000</td>\n",
       "      <td>物流/仓储</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0200104000</td>\n",
       "      <td>大专</td>\n",
       "      <td>24</td>\n",
       "      <td>2013</td>\n",
       "      <td>邮政|速递|质检员上岗证|物流|质检|快递|数据处理|异常|质检员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2884abf05fbde085b1d4ad598c899df7</td>\n",
       "      <td>755</td>\n",
       "      <td>765,763,-</td>\n",
       "      <td>房地产/建筑/建材/工程,家居/室内设计/装饰装潢</td>\n",
       "      <td>建筑工程师,材料工程师,房地产资产管理</td>\n",
       "      <td>800110000</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0600108000</td>\n",
       "      <td>本科</td>\n",
       "      <td>21</td>\n",
       "      <td>2017</td>\n",
       "      <td>环保|投资|施工|材料|材料采购|管理|光伏发电|项目协调|采购|自我评价|项目部|房地产项...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>05bf688db84392918192ef99b40aab96</td>\n",
       "      <td>538</td>\n",
       "      <td>538,-,-</td>\n",
       "      <td>教育/培训/院校,医疗/护理/美容/保健/卫生服务,银行</td>\n",
       "      <td>内勤人员,客户服务专员/助理</td>\n",
       "      <td>400106000</td>\n",
       "      <td>酒店/餐饮</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0200104000</td>\n",
       "      <td>大专</td>\n",
       "      <td>21</td>\n",
       "      <td>-</td>\n",
       "      <td>内勤人员|银行|自我评价|员工|助理|收银|专员|客户服务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>043ca0d5836b47f291391a942133f7f7</td>\n",
       "      <td>854</td>\n",
       "      <td>556,-,-</td>\n",
       "      <td>房地产/建筑/建材/工程,家居/室内设计/装饰装潢,旅游/度假</td>\n",
       "      <td>园林景观设计师,施工员,城市规划与设计</td>\n",
       "      <td>1000115000</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>园林/景观设计</td>\n",
       "      <td>0800110000</td>\n",
       "      <td>本科</td>\n",
       "      <td>24</td>\n",
       "      <td>2016</td>\n",
       "      <td>互联网参考模型osi七层|制图|养护|现场|园林工程|工作室|项目施工|实习|处理|设计方案...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0104cda6bac5cbdd3a02107f24b686a9</td>\n",
       "      <td>854</td>\n",
       "      <td>854,854,854</td>\n",
       "      <td>教育/培训/院校,汽车/摩托车,娱乐/体育/休闲</td>\n",
       "      <td>其他</td>\n",
       "      <td>400106000</td>\n",
       "      <td>教育/培训/院校</td>\n",
       "      <td>教育/培训</td>\n",
       "      <td>0400106000</td>\n",
       "      <td>本科</td>\n",
       "      <td>24</td>\n",
       "      <td>-</td>\n",
       "      <td>英语老师|教学|互联网参考模型osi七层|辅导|辅导员|组织|教育培训|责任心|政治|学生|...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>29edb4656dbdbf395c26430990833d00</td>\n",
       "      <td>530</td>\n",
       "      <td>530,-,-</td>\n",
       "      <td>房地产/建筑/建材/工程,大型设备/机电设备/重工业,仪器仪表及工业自动化</td>\n",
       "      <td>高级管理,项目管理/项目协调,市场</td>\n",
       "      <td>0</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>高级管理</td>\n",
       "      <td>3500150000</td>\n",
       "      <td>硕士</td>\n",
       "      <td>48</td>\n",
       "      <td>1991</td>\n",
       "      <td>现场|建设|软件工程|工程部|房地产|设备|前瞻性|建筑工程|考核|基金|信托|商业|标书制...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>071edb06d21a8f84b7e711d5a2effb16</td>\n",
       "      <td>707</td>\n",
       "      <td>707,-,-</td>\n",
       "      <td>教育/培训/院校,物业管理/商业中心,交通/运输</td>\n",
       "      <td>教育/培训,采购专员/助理,物业管理</td>\n",
       "      <td>200104000</td>\n",
       "      <td>教育/培训/院校</td>\n",
       "      <td>行政/后勤/文秘</td>\n",
       "      <td>0200104000</td>\n",
       "      <td>硕士</td>\n",
       "      <td>27</td>\n",
       "      <td>2014</td>\n",
       "      <td>园林|文件|副经理|资料|档案|实习|票据|office|组织|主管|备品|单位|沟通|办公...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0f494b20b23d36f5e9dacb42a406c00a</td>\n",
       "      <td>736</td>\n",
       "      <td>736,-,-</td>\n",
       "      <td>零售/批发,房地产/建筑/建材/工程,专业服务/咨询(财会/法律/人力资源等)</td>\n",
       "      <td>会计/会计师</td>\n",
       "      <td>400106000</td>\n",
       "      <td>零售/批发</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0000001000</td>\n",
       "      <td>本科</td>\n",
       "      <td>27</td>\n",
       "      <td>2014</td>\n",
       "      <td>预算|互联网参考模型osi七层|体系|计算机等级|excel的运用|管理制度|注册会计师|o...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1f154dd1053ead032023f529d6be844c</td>\n",
       "      <td>801</td>\n",
       "      <td>801,-,-</td>\n",
       "      <td>教育/培训/院校</td>\n",
       "      <td>教育/培训</td>\n",
       "      <td>1000115000</td>\n",
       "      <td>教育/培训/院校</td>\n",
       "      <td>商超/酒店/娱乐管理/服务</td>\n",
       "      <td>0600108000</td>\n",
       "      <td>本科</td>\n",
       "      <td>33</td>\n",
       "      <td>2008</td>\n",
       "      <td>活动|家长|教师|教学管理|接待|组织|教务长|演讲|沟通能力|自我评价|教研|考核|课程|...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0366d3431b62c6f139485240cb70585c</td>\n",
       "      <td>530</td>\n",
       "      <td>530,-,-</td>\n",
       "      <td>房地产/建筑/建材/工程,大型设备/机电设备/重工业,仪器仪表及工业自动化</td>\n",
       "      <td>机械维修/保养,技工/操作工</td>\n",
       "      <td>400106000</td>\n",
       "      <td>仪器仪表及工业自动化</td>\n",
       "      <td>机械设计/制造/维修</td>\n",
       "      <td>0200104000</td>\n",
       "      <td>中专</td>\n",
       "      <td>21</td>\n",
       "      <td>2015</td>\n",
       "      <td>设备维修|操作|维保|工程师|线长|机电设备|电路|机械维修|维修|运维|计算机软硬件维护|...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>13957bfb64090228fe26488cbd9bb762</td>\n",
       "      <td>530</td>\n",
       "      <td>530,530,-</td>\n",
       "      <td>保险,房地产/建筑/建材/工程,中介服务</td>\n",
       "      <td>销售主管,销售经理,销售行政经理/主管</td>\n",
       "      <td>600108000</td>\n",
       "      <td>保险</td>\n",
       "      <td>客服/售前/售后技术支持</td>\n",
       "      <td>0400106000</td>\n",
       "      <td>大专</td>\n",
       "      <td>24</td>\n",
       "      <td>2016</td>\n",
       "      <td>地区|伙伴|产品|售后服务|团队|导师|经理|销售|发展|销售经理</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0ce19dcdef5add53b64d0157dfcc22d6</td>\n",
       "      <td>719</td>\n",
       "      <td>719,-,-</td>\n",
       "      <td>教育/培训/院校</td>\n",
       "      <td>教育/培训,行政/后勤/文秘</td>\n",
       "      <td>400106000</td>\n",
       "      <td>教育/培训/院校</td>\n",
       "      <td>教育/培训</td>\n",
       "      <td>0200104000</td>\n",
       "      <td>大专</td>\n",
       "      <td>24</td>\n",
       "      <td>2012</td>\n",
       "      <td>家长|行政|辅导|流程|老师|教育培训|考勤|协助|学习|班主任|教育|助教|监督|培训</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>29fff5c9385d416d1433ffc6b49496f3</td>\n",
       "      <td>565</td>\n",
       "      <td>565,-,-</td>\n",
       "      <td>房地产/建筑/建材/工程,家居/室内设计/装饰装潢,物业管理/商业中心</td>\n",
       "      <td>会计/会计师</td>\n",
       "      <td>200104000</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0200104000</td>\n",
       "      <td>大专</td>\n",
       "      <td>24</td>\n",
       "      <td>2017</td>\n",
       "      <td>会计师|会计</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>3098e3650cbc922a3832a3e0aea9fb6f</td>\n",
       "      <td>665</td>\n",
       "      <td>635,665,-</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>副总裁/副总经理,部门/事业部管理,工程总监</td>\n",
       "      <td>0</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>高级管理</td>\n",
       "      <td>3500150000</td>\n",
       "      <td>大专</td>\n",
       "      <td>51</td>\n",
       "      <td>1988</td>\n",
       "      <td>设计院|项目施工|建设|房地产开发|超市|签证|谈判|成本|商务|联络|设备|结构|投标|标...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>10a3cfd0a99cc77999d9d6a79c2bbd08</td>\n",
       "      <td>763</td>\n",
       "      <td>763,-,-</td>\n",
       "      <td>教育/培训/院校</td>\n",
       "      <td>舞蹈老师,客服/售前/售后技术支持,行政专员/助理</td>\n",
       "      <td>400106000</td>\n",
       "      <td>医疗/护理/美容/保健/卫生服务</td>\n",
       "      <td>行政/后勤/文秘</td>\n",
       "      <td>0200104000</td>\n",
       "      <td>中专</td>\n",
       "      <td>18</td>\n",
       "      <td>2018</td>\n",
       "      <td>校园|教学|教师资格|财务管理|office|演出|主持|学习|舞蹈教师资格证|自我评价|很...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2cf6c36b6a554396365d746e774288c1</td>\n",
       "      <td>530</td>\n",
       "      <td>530,-,-</td>\n",
       "      <td>房地产/建筑/建材/工程,石油/石化/化工,电气/电力/水利</td>\n",
       "      <td>销售代表</td>\n",
       "      <td>600108000</td>\n",
       "      <td>大型设备/机电设备/重工业</td>\n",
       "      <td>销售业务</td>\n",
       "      <td>0400106000</td>\n",
       "      <td>中专</td>\n",
       "      <td>27</td>\n",
       "      <td>2009</td>\n",
       "      <td>模式|其他维修|检测|维修|计算机软硬件维护|销售代表|天然气|销售|客户|风机|电工|行业|维护</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>01fb4f94fc410fe74f9bb0039854db5a</td>\n",
       "      <td>608</td>\n",
       "      <td>530,-,-</td>\n",
       "      <td>交通/运输</td>\n",
       "      <td>运输经理/主管,采购经理/主管</td>\n",
       "      <td>600108000</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0400106000</td>\n",
       "      <td>中专</td>\n",
       "      <td>30</td>\n",
       "      <td>2007</td>\n",
       "      <td>领导|教练|司机|驾驶|道路|外出|专职|车辆|清洁|运输|专职司机|采购|自我评价|驾驶员|保养</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>13b18e13e589947ea438c51c4bc317ef</td>\n",
       "      <td>538</td>\n",
       "      <td>538,-,-</td>\n",
       "      <td>教育/培训/院校,专业服务/咨询(财会/法律/人力资源等),媒体/出版/影视/文化传播</td>\n",
       "      <td>客服/售前/售后技术支持,财务/审计/税务,行政/后勤/文秘</td>\n",
       "      <td>400106000</td>\n",
       "      <td>教育/培训/院校</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0200104000</td>\n",
       "      <td>大专</td>\n",
       "      <td>21</td>\n",
       "      <td>2017</td>\n",
       "      <td>互联网参考模型osi七层|文件|积极主动|资料|材料|电话|复印|处理|行政助理|接待|采集...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>077a17580038de574ef2f60ab89a92ec</td>\n",
       "      <td>657</td>\n",
       "      <td>657,-,-</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>房地产项目管理</td>\n",
       "      <td>1500125000</td>\n",
       "      <td>房地产|建筑业</td>\n",
       "      <td>项目管理/项目协调</td>\n",
       "      <td>1500125000</td>\n",
       "      <td>本科</td>\n",
       "      <td>36</td>\n",
       "      <td>2006</td>\n",
       "      <td>法规|现场|凤凰|建设|网络通讯协议|管理|工程施工|领域|房地产|成本|单位|建造师|电梯...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0190669b7e5d2e53afd638dd721d5dda</td>\n",
       "      <td>574</td>\n",
       "      <td>530,574,-</td>\n",
       "      <td>旅游/度假,办公用品及设备,酒店/餐饮</td>\n",
       "      <td>行政/后勤/文秘,销售行政专员/助理,订单处理员</td>\n",
       "      <td>200104000</td>\n",
       "      <td>教育/培训/院校</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0200104000</td>\n",
       "      <td>大专</td>\n",
       "      <td>21</td>\n",
       "      <td>2016</td>\n",
       "      <td>活动|造价|前台|吃苦|接待|反馈|核算|酒店|自我评价|沟通|客房|用品|课程|在校期间|...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>052b26a97556c0d7d38a4e1e51f22605</td>\n",
       "      <td>721</td>\n",
       "      <td>721,-,-</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>销售总监,房地产销售经理</td>\n",
       "      <td>1500125000</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>销售管理</td>\n",
       "      <td>1500125000</td>\n",
       "      <td>本科</td>\n",
       "      <td>24</td>\n",
       "      <td>2013</td>\n",
       "      <td>计划|建设|公园|组织|公关|营销管理|市场运作|单位|酒店|公交车|考核|结合|建筑|在线...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>0f578fe9865de6f83a04c96c1a3c8058</td>\n",
       "      <td>763</td>\n",
       "      <td>763,-,-</td>\n",
       "      <td>零售/批发,其他</td>\n",
       "      <td>会计助理/文员,财务助理,税务专员/助理</td>\n",
       "      <td>400106000</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>财务/审计/税务</td>\n",
       "      <td>0400106000</td>\n",
       "      <td>大专</td>\n",
       "      <td>27</td>\n",
       "      <td>2013</td>\n",
       "      <td>文件|资料|银行|员工|票据|处理|工商|临时|会计|业务|考勤|合同|社保|招聘|联络|归...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>1d19acd54be86cfa742f5424026f67fd</td>\n",
       "      <td>574</td>\n",
       "      <td>574,-,-</td>\n",
       "      <td>房地产/建筑/建材/工程,家居/室内设计/装饰装潢,物业管理/商业中心</td>\n",
       "      <td>土木/建筑/装修/市政工程,房地产开发/经纪/中介,物业管理</td>\n",
       "      <td>600108000</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0600108000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30</td>\n",
       "      <td>2012</td>\n",
       "      <td>计划|市政工程|敬业|土木|施工|生产|土建工程|交叉|工程|责任心|质量管理|自主学习|安...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>1fab2db16705726f94534968133b88e0</td>\n",
       "      <td>530</td>\n",
       "      <td>530,-,-</td>\n",
       "      <td>大型设备/机电设备/重工业</td>\n",
       "      <td>机械设计/制造/维修</td>\n",
       "      <td>400106000</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0600108000</td>\n",
       "      <td>大专</td>\n",
       "      <td>30</td>\n",
       "      <td>2008</td>\n",
       "      <td>机器人|养护|压力容器|办公|编程调试|处理|熟练|office|设备点检|c1驾照|设备|...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>0ae440a1a8b0fd424be1b0fc22d0bf7f</td>\n",
       "      <td>530</td>\n",
       "      <td>530,-,-</td>\n",
       "      <td>专业服务/咨询(财会/法律/人力资源等),教育/培训/院校,房地产/建筑/建材/工程</td>\n",
       "      <td>行政专员/助理,会计助理/文员,教学/教务管理人员</td>\n",
       "      <td>600108000</td>\n",
       "      <td>大型设备/机电设备/重工业</td>\n",
       "      <td>财务/审计/税务</td>\n",
       "      <td>0600108000</td>\n",
       "      <td>大专</td>\n",
       "      <td>30</td>\n",
       "      <td>2013</td>\n",
       "      <td>体系|银行|报税|复印|票据|组织|手续|变更|办公室|对公|人事|集成|投标|标书制作|面...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>025763ea5410f34ccccc4330745235f8</td>\n",
       "      <td>613</td>\n",
       "      <td>613,-,-</td>\n",
       "      <td>房地产/建筑/建材/工程,家居/室内设计/装饰装潢</td>\n",
       "      <td>行政/后勤/文秘,土木/建筑/装修/市政工程,项目招投标</td>\n",
       "      <td>200104000</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>土木/建筑/装修/市政工程</td>\n",
       "      <td>0400106000</td>\n",
       "      <td>大专</td>\n",
       "      <td>21</td>\n",
       "      <td>2017</td>\n",
       "      <td>市政工程|土木|行政|资料|事业单位|资料整理|装修|归档|建筑|后勤|资料员|文秘|内业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>2a1bb8d1e146850cb2331e728198e063</td>\n",
       "      <td>576</td>\n",
       "      <td>530,538,539</td>\n",
       "      <td>房地产/建筑/建材/工程,环保</td>\n",
       "      <td>副总裁/副总经理,CTO/CIO,房地产项目管理</td>\n",
       "      <td>0</td>\n",
       "      <td>跨领域经营</td>\n",
       "      <td>其他</td>\n",
       "      <td>0000000000</td>\n",
       "      <td>本科</td>\n",
       "      <td>48</td>\n",
       "      <td>1993</td>\n",
       "      <td>project项目管理|综合|总工|公路|网络通讯协议|office|组织|工程部|谈判|合...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>174e487467cb6686a2cadf5e09caf0d5</td>\n",
       "      <td>614</td>\n",
       "      <td>103177,613,-</td>\n",
       "      <td>教育/培训/院校,办公用品及设备,专业服务/咨询(财会/法律/人力资源等)</td>\n",
       "      <td>行政专员/助理</td>\n",
       "      <td>400106000</td>\n",
       "      <td>保险</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0200104000</td>\n",
       "      <td>大专</td>\n",
       "      <td>24</td>\n",
       "      <td>2015</td>\n",
       "      <td>行政|人事助理|自我评价|人寿保险|后勤|人寿|文秘</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>1f985880a73463e2153202b4a3588c4e</td>\n",
       "      <td>723</td>\n",
       "      <td>545,-,-</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>其他,土木/土建/结构工程师</td>\n",
       "      <td>1500125000</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1000115000</td>\n",
       "      <td>本科</td>\n",
       "      <td>33</td>\n",
       "      <td>2008</td>\n",
       "      <td>现场|ssg|建设|法律法规|完美|生产经理|组织|签证|知识|合同|单位|团队协作|工程造...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>478</th>\n",
       "      <td>0921698098d71986827fa88eb33c1d0f</td>\n",
       "      <td>736</td>\n",
       "      <td>736,-,-</td>\n",
       "      <td>汽车/摩托车,房地产/建筑/建材/工程,仪器仪表及工业自动化</td>\n",
       "      <td>行政/后勤/文秘,生产管理/运营,人力资源</td>\n",
       "      <td>400106000</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>行政/后勤/文秘</td>\n",
       "      <td>0400106000</td>\n",
       "      <td>本科</td>\n",
       "      <td>33</td>\n",
       "      <td>2007</td>\n",
       "      <td>法规|综合|后勤保障|员工|建设|处理|office|接待|合同|手续|办公室|数据统计分析...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>479</th>\n",
       "      <td>22129cbe8be1ba0319afbf08c360c82f</td>\n",
       "      <td>763</td>\n",
       "      <td>763,-,-</td>\n",
       "      <td>教育/培训/院校,酒店/餐饮,医疗/护理/美容/保健/卫生服务</td>\n",
       "      <td>实习生,调酒师/茶艺师/咖啡师,厨师助理/学徒</td>\n",
       "      <td>600108000</td>\n",
       "      <td>教育/培训/院校</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0400106000</td>\n",
       "      <td>高中</td>\n",
       "      <td>21</td>\n",
       "      <td>2018</td>\n",
       "      <td>宠物|美容|辅导|演员|演艺|声乐|教育培训|其他才艺|歌手|模特|自我评价|美容师|宠物美...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>10a4f5c35f36f0986299c3c634a80416</td>\n",
       "      <td>538</td>\n",
       "      <td>538,-,-</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>成本经理/主管</td>\n",
       "      <td>2500199999</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1500125000</td>\n",
       "      <td>本科</td>\n",
       "      <td>36</td>\n",
       "      <td>2014</td>\n",
       "      <td>招标|室内装修|预算|网络通讯协议|office|谈判|钢结构|预决算|公共|成本|酒店|工...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>481</th>\n",
       "      <td>181d4e780e3226fa1a9293782a2b11fb</td>\n",
       "      <td>538</td>\n",
       "      <td>538,-,-</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>销售业务,房地产销售/置业顾问</td>\n",
       "      <td>1500125000</td>\n",
       "      <td>物业管理/商业中心</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0400106000</td>\n",
       "      <td>高中</td>\n",
       "      <td>21</td>\n",
       "      <td>2015</td>\n",
       "      <td>解决方案|顾问|沟通|销售策略|技巧|沟通技巧|销售|租赁|房地产业|物业|买卖</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>12ddd75ba3427b0604945d7e474e4881</td>\n",
       "      <td>707</td>\n",
       "      <td>707,-,-</td>\n",
       "      <td>教育/培训/院校,礼品/玩具/工艺美术/收藏品/奢侈品</td>\n",
       "      <td>机动车司机/驾驶</td>\n",
       "      <td>400106000</td>\n",
       "      <td>交通/运输</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0400106000</td>\n",
       "      <td>本科</td>\n",
       "      <td>30</td>\n",
       "      <td>2012</td>\n",
       "      <td>安装师|办公|司机|吃苦|家具|主办|驾驶|团队合作|业务|责任心|运输|货物|建筑安装|沟...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>0cd10fc8ad2acdcf11b64a7eafa42252</td>\n",
       "      <td>854</td>\n",
       "      <td>854,-,-</td>\n",
       "      <td>广告/会展/公关</td>\n",
       "      <td>广告/会展</td>\n",
       "      <td>600108000</td>\n",
       "      <td>教育/培训/院校</td>\n",
       "      <td>艺术/设计</td>\n",
       "      <td>0400106000</td>\n",
       "      <td>硕士</td>\n",
       "      <td>27</td>\n",
       "      <td>2014</td>\n",
       "      <td>活动|布置|互联网参考模型osi七层|图片|现场|美化|平面设计|网页制作|广告设计|印刷|...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>0232ee8624029c0614c39cd9ed2e1a30</td>\n",
       "      <td>774</td>\n",
       "      <td>768,770,769</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>其他</td>\n",
       "      <td>800110000</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>土木/建筑/装修/市政工程</td>\n",
       "      <td>0800110000</td>\n",
       "      <td>本科</td>\n",
       "      <td>27</td>\n",
       "      <td>2016</td>\n",
       "      <td>施工|富力|cad|外墙|主办|工程|酒店|施工员|建筑工程|工程监理|结构|行业|结构工程...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485</th>\n",
       "      <td>0f01c8f89374b02fbcccdad9138fe7a3</td>\n",
       "      <td>801</td>\n",
       "      <td>801,-,-</td>\n",
       "      <td>家居/室内设计/装饰装潢,房地产/建筑/建材/工程</td>\n",
       "      <td>房地产内勤,物流专员/助理,行政专员/助理</td>\n",
       "      <td>200104000</td>\n",
       "      <td>中介服务</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0200104000</td>\n",
       "      <td>大专</td>\n",
       "      <td>27</td>\n",
       "      <td>2014</td>\n",
       "      <td>家装|电销|交易|电话|店面|物资采购|财务管理|人员招聘|都会|房地产|手续|招聘|销售业...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>486</th>\n",
       "      <td>15f417b92fa924d912f8c8d7af978d5c</td>\n",
       "      <td>801</td>\n",
       "      <td>801,-,-</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>建筑工程测绘/测量,招聘专员/助理,后勤人员</td>\n",
       "      <td>400106000</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0200104000</td>\n",
       "      <td>大专</td>\n",
       "      <td>24</td>\n",
       "      <td>2016</td>\n",
       "      <td>电话销售|资料|现场|自我评价|现场协调|坐席|客户经理|手续|协调</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>487</th>\n",
       "      <td>100d951772cb16fa0f55c4e0476b0248</td>\n",
       "      <td>658</td>\n",
       "      <td>540,-,-</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>工程造价/预结算</td>\n",
       "      <td>0</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>土木/建筑/装修/市政工程</td>\n",
       "      <td>0400106000</td>\n",
       "      <td>本科</td>\n",
       "      <td>21</td>\n",
       "      <td>2018</td>\n",
       "      <td>学习|大学|自我评价|结算|实习生|业务|结算员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488</th>\n",
       "      <td>1e9a4675385cad4d0996aacb599c6858</td>\n",
       "      <td>822</td>\n",
       "      <td>822,-,-</td>\n",
       "      <td>其他</td>\n",
       "      <td>客户咨询热线/呼叫中心人员,客户服务专员/助理</td>\n",
       "      <td>200104000</td>\n",
       "      <td>教育/培训/院校</td>\n",
       "      <td>教育/培训</td>\n",
       "      <td>0200104000</td>\n",
       "      <td>大专</td>\n",
       "      <td>33</td>\n",
       "      <td>2009</td>\n",
       "      <td>宽带|积极主动|辅导员|业务|收费|电话销售|推销|大学|辅助|后勤|自信心|客户|适应性强...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>489</th>\n",
       "      <td>258230c995d6fb99a5f02c6e32621176</td>\n",
       "      <td>854</td>\n",
       "      <td>854,-,-</td>\n",
       "      <td>加工制造（原料加工/模具）,房地产/建筑/建材/工程</td>\n",
       "      <td>市场</td>\n",
       "      <td>0</td>\n",
       "      <td>大型设备/机电设备/重工业</td>\n",
       "      <td>采购/贸易</td>\n",
       "      <td>0400106000</td>\n",
       "      <td>大专</td>\n",
       "      <td>27</td>\n",
       "      <td>2012</td>\n",
       "      <td>招标|战略|检验|运营|入库|报告|代理|处理|贸易|业务|手续|合同|加工|采购|实施|送...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>490</th>\n",
       "      <td>0453e5dcf4dd547f8d95a613d5256aa3</td>\n",
       "      <td>779</td>\n",
       "      <td>779,-,-</td>\n",
       "      <td>快速消费品（食品/饮料/烟酒/日化）,房地产/建筑/建材/工程,医疗/护理/美容/保健/卫生服务</td>\n",
       "      <td>销售代表,化学实验室技术员/研究员</td>\n",
       "      <td>400106000</td>\n",
       "      <td>其他</td>\n",
       "      <td>质量管理/安全防护</td>\n",
       "      <td>0200104000</td>\n",
       "      <td>大专</td>\n",
       "      <td>24</td>\n",
       "      <td>2016</td>\n",
       "      <td>校园|化验室|化验员|化验</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>491</th>\n",
       "      <td>098e36c158e21e5bf0a4eac153908df4</td>\n",
       "      <td>681</td>\n",
       "      <td>681,-,-</td>\n",
       "      <td>家居/室内设计/装饰装潢,房地产/建筑/建材/工程,专业服务/咨询(财会/法律/人力资源等)</td>\n",
       "      <td>行政/后勤/文秘,客户关系/投诉协调人员,客户咨询热线/呼叫中心人员</td>\n",
       "      <td>200104000</td>\n",
       "      <td>通信/电信运营、增值服务</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0200104000</td>\n",
       "      <td>大专</td>\n",
       "      <td>24</td>\n",
       "      <td>2015</td>\n",
       "      <td>客服|行政|自我评价|后勤|文秘</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>13b006686706447ccd9843187e0083a8</td>\n",
       "      <td>736</td>\n",
       "      <td>736,-,-</td>\n",
       "      <td>房地产/建筑/建材/工程,物业管理/商业中心,办公用品及设备</td>\n",
       "      <td>人力资源,行政/后勤/文秘</td>\n",
       "      <td>600108000</td>\n",
       "      <td>信托/担保/拍卖/典当</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0400106000</td>\n",
       "      <td>本科</td>\n",
       "      <td>39</td>\n",
       "      <td>2000</td>\n",
       "      <td>体系|建设|薪酬|人事|设备|费用|安排|检查|管控|备案|商务活动|企业|过程|服务|制度...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>0910786111be52ee0960f593248847b5</td>\n",
       "      <td>571</td>\n",
       "      <td>571,-,-</td>\n",
       "      <td>房地产/建筑/建材/工程,家居/室内设计/装饰装潢,广告/会展/公关,教育/培训/院校,媒体...</td>\n",
       "      <td>会计经理/主管</td>\n",
       "      <td>600108000</td>\n",
       "      <td>其他</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0600108000</td>\n",
       "      <td>本科</td>\n",
       "      <td>30</td>\n",
       "      <td>2009</td>\n",
       "      <td>档案管理|预算|互联网参考模型osi七层|成本费用|公司财务|计算|财务报表|财务软件|处理...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494</th>\n",
       "      <td>002a5c1d9a6a49a2127bbabe2b1a2f99</td>\n",
       "      <td>801</td>\n",
       "      <td>552,-,-</td>\n",
       "      <td>房地产/建筑/建材/工程,家居/室内设计/装饰装潢,大型设备/机电设备/重工业</td>\n",
       "      <td>给排水/暖通/空调工程</td>\n",
       "      <td>400106000</td>\n",
       "      <td>家居/室内设计/装饰装潢</td>\n",
       "      <td>土木/建筑/装修/市政工程</td>\n",
       "      <td>0400106000</td>\n",
       "      <td>大专</td>\n",
       "      <td>24</td>\n",
       "      <td>2014</td>\n",
       "      <td>环保|预算|互联网参考模型osi七层|现场|处理|设计规划|设备|施工员|建筑|技术|技术设...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>495</th>\n",
       "      <td>0f950ab5f161e99397b2fdea59bb1c19</td>\n",
       "      <td>565</td>\n",
       "      <td>532,-,-</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>房地产开发/经纪/中介,土木/建筑/装修/市政工程,物业管理</td>\n",
       "      <td>400106000</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>房地产开发/经纪/中介</td>\n",
       "      <td>0400106000</td>\n",
       "      <td>本科</td>\n",
       "      <td>27</td>\n",
       "      <td>2015</td>\n",
       "      <td>现场|施工|cad|秩序|office|房地产|证书|交流|保障|pkpm软件|规划|关系|...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>496</th>\n",
       "      <td>0f8ee35c65e705ddf0e723e959835bc7</td>\n",
       "      <td>565</td>\n",
       "      <td>565,-,-</td>\n",
       "      <td>办公用品及设备,加工制造（原料加工/模具）,房地产/建筑/建材/工程</td>\n",
       "      <td>财务/审计/税务</td>\n",
       "      <td>400106000</td>\n",
       "      <td>加工制造（原料加工/模具）</td>\n",
       "      <td>会计/会计师</td>\n",
       "      <td>0400106000</td>\n",
       "      <td>本科</td>\n",
       "      <td>30</td>\n",
       "      <td>2010</td>\n",
       "      <td>分析|计算机等级|债权|银行|报税|初级会计师证|对账|财务报表|财务软件|报告|票据|吃苦...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>497</th>\n",
       "      <td>1eca046f2ec5e5b81bad92257569efbc</td>\n",
       "      <td>736</td>\n",
       "      <td>736,-,-</td>\n",
       "      <td>媒体/出版/影视/文化传播,教育/培训/院校,物业管理/商业中心</td>\n",
       "      <td>客户代表,渠道/分销专员,销售代表,团购业务员,业务拓展专员/助理</td>\n",
       "      <td>400106000</td>\n",
       "      <td>专业服务/咨询(财会/法律/人力资源等)</td>\n",
       "      <td>证券/期货/投资管理/服务</td>\n",
       "      <td>0200104000</td>\n",
       "      <td>大专</td>\n",
       "      <td>24</td>\n",
       "      <td>2015</td>\n",
       "      <td>银行|地图|营业部|礼品|客户经理|接待|核对|知识|销售经理|绘制|采购|职业规划|推送|...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>498</th>\n",
       "      <td>0cbd57a0f7024551bc735d60e11032da</td>\n",
       "      <td>719</td>\n",
       "      <td>732,719,-</td>\n",
       "      <td>房地产/建筑/建材/工程</td>\n",
       "      <td>土木/建筑/装修/市政工程</td>\n",
       "      <td>0</td>\n",
       "      <td>房地产|建筑业</td>\n",
       "      <td>房地产开发/经纪/中介</td>\n",
       "      <td>1000115000</td>\n",
       "      <td>本科</td>\n",
       "      <td>30</td>\n",
       "      <td>2008</td>\n",
       "      <td>计划|招标|分析|招采|预算|文件|现场|材料|造价|计算|标准化|成本管理|执行|土建工程...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>499</th>\n",
       "      <td>1a44f392e23a651567065488d23eaac7</td>\n",
       "      <td>538</td>\n",
       "      <td>538,-,-</td>\n",
       "      <td>媒体/出版/影视/文化传播,广告/会展/公关,贸易/进出口</td>\n",
       "      <td>人力资源,行政/后勤/文秘</td>\n",
       "      <td>600108000</td>\n",
       "      <td>教育/培训/院校</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0600108000</td>\n",
       "      <td>本科</td>\n",
       "      <td>30</td>\n",
       "      <td>2010</td>\n",
       "      <td>开车技术|家长|前台|楼层|考勤|店铺|卖场管理|反馈|传达|自我评价|人事|很多|后勤|在...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>500 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                              user_id  live_city_id desire_jd_city_id  \\\n",
       "0    0749d9a864562008d1f61fc9d14e1d28           531           531,-,-   \n",
       "1    121cc4b0ea96666856c58ee25c2d945e           576       530,576,854   \n",
       "2    19840deca71b87c132b9a3c55d22fc77           653           664,-,-   \n",
       "3    20edcc2707909ab6bfc32fa72de7639f           719           719,-,-   \n",
       "4    154d443475ee8c77a2b3c8b26c5209f2           647           647,-,-   \n",
       "5    1580720699e7010c4d3121fb0ad50c13           765           765,-,-   \n",
       "6    271a4844379d2fe429d4f460e1fa5596           864       556,557,552   \n",
       "7    1d48dfeeed5183323edda0f12abaca59           736           736,-,-   \n",
       "8    003dfae7fc8517d16a23cf32dd76eccd           736           736,-,-   \n",
       "9    0ffb49e40daf50f2e92e15ca8af1e0df           530           530,-,-   \n",
       "10   2884abf05fbde085b1d4ad598c899df7           755         765,763,-   \n",
       "11   05bf688db84392918192ef99b40aab96           538           538,-,-   \n",
       "12   043ca0d5836b47f291391a942133f7f7           854           556,-,-   \n",
       "13   0104cda6bac5cbdd3a02107f24b686a9           854       854,854,854   \n",
       "14   29edb4656dbdbf395c26430990833d00           530           530,-,-   \n",
       "15   071edb06d21a8f84b7e711d5a2effb16           707           707,-,-   \n",
       "16   0f494b20b23d36f5e9dacb42a406c00a           736           736,-,-   \n",
       "17   1f154dd1053ead032023f529d6be844c           801           801,-,-   \n",
       "18   0366d3431b62c6f139485240cb70585c           530           530,-,-   \n",
       "19   13957bfb64090228fe26488cbd9bb762           530         530,530,-   \n",
       "20   0ce19dcdef5add53b64d0157dfcc22d6           719           719,-,-   \n",
       "21   29fff5c9385d416d1433ffc6b49496f3           565           565,-,-   \n",
       "22   3098e3650cbc922a3832a3e0aea9fb6f           665         635,665,-   \n",
       "23   10a3cfd0a99cc77999d9d6a79c2bbd08           763           763,-,-   \n",
       "24   2cf6c36b6a554396365d746e774288c1           530           530,-,-   \n",
       "25   01fb4f94fc410fe74f9bb0039854db5a           608           530,-,-   \n",
       "26   13b18e13e589947ea438c51c4bc317ef           538           538,-,-   \n",
       "27   077a17580038de574ef2f60ab89a92ec           657           657,-,-   \n",
       "28   0190669b7e5d2e53afd638dd721d5dda           574         530,574,-   \n",
       "29   052b26a97556c0d7d38a4e1e51f22605           721           721,-,-   \n",
       "..                                ...           ...               ...   \n",
       "470  0f578fe9865de6f83a04c96c1a3c8058           763           763,-,-   \n",
       "471  1d19acd54be86cfa742f5424026f67fd           574           574,-,-   \n",
       "472  1fab2db16705726f94534968133b88e0           530           530,-,-   \n",
       "473  0ae440a1a8b0fd424be1b0fc22d0bf7f           530           530,-,-   \n",
       "474  025763ea5410f34ccccc4330745235f8           613           613,-,-   \n",
       "475  2a1bb8d1e146850cb2331e728198e063           576       530,538,539   \n",
       "476  174e487467cb6686a2cadf5e09caf0d5           614      103177,613,-   \n",
       "477  1f985880a73463e2153202b4a3588c4e           723           545,-,-   \n",
       "478  0921698098d71986827fa88eb33c1d0f           736           736,-,-   \n",
       "479  22129cbe8be1ba0319afbf08c360c82f           763           763,-,-   \n",
       "480  10a4f5c35f36f0986299c3c634a80416           538           538,-,-   \n",
       "481  181d4e780e3226fa1a9293782a2b11fb           538           538,-,-   \n",
       "482  12ddd75ba3427b0604945d7e474e4881           707           707,-,-   \n",
       "483  0cd10fc8ad2acdcf11b64a7eafa42252           854           854,-,-   \n",
       "484  0232ee8624029c0614c39cd9ed2e1a30           774       768,770,769   \n",
       "485  0f01c8f89374b02fbcccdad9138fe7a3           801           801,-,-   \n",
       "486  15f417b92fa924d912f8c8d7af978d5c           801           801,-,-   \n",
       "487  100d951772cb16fa0f55c4e0476b0248           658           540,-,-   \n",
       "488  1e9a4675385cad4d0996aacb599c6858           822           822,-,-   \n",
       "489  258230c995d6fb99a5f02c6e32621176           854           854,-,-   \n",
       "490  0453e5dcf4dd547f8d95a613d5256aa3           779           779,-,-   \n",
       "491  098e36c158e21e5bf0a4eac153908df4           681           681,-,-   \n",
       "492  13b006686706447ccd9843187e0083a8           736           736,-,-   \n",
       "493  0910786111be52ee0960f593248847b5           571           571,-,-   \n",
       "494  002a5c1d9a6a49a2127bbabe2b1a2f99           801           552,-,-   \n",
       "495  0f950ab5f161e99397b2fdea59bb1c19           565           532,-,-   \n",
       "496  0f8ee35c65e705ddf0e723e959835bc7           565           565,-,-   \n",
       "497  1eca046f2ec5e5b81bad92257569efbc           736           736,-,-   \n",
       "498  0cbd57a0f7024551bc735d60e11032da           719         732,719,-   \n",
       "499  1a44f392e23a651567065488d23eaac7           538           538,-,-   \n",
       "\n",
       "                                 desire_jd_industry_id  \\\n",
       "0                  大型设备/机电设备/重工业,房地产/建筑/建材/工程,电气/电力/水利   \n",
       "1                               房地产|建筑业,文化|传媒|娱乐|体育,环保   \n",
       "2                                                   其他   \n",
       "3        专业服务/咨询(财会/法律/人力资源等),房地产/建筑/建材/工程,信托/担保/拍卖/典当   \n",
       "4                                         房地产/建筑/建材/工程   \n",
       "5                                         房地产/建筑/建材/工程   \n",
       "6                                         房地产/建筑/建材/工程   \n",
       "7                         其他,教育/培训/院校,医疗/护理/美容/保健/卫生服务   \n",
       "8                     房地产/建筑/建材/工程,医疗/护理/美容/保健/卫生服务,环保   \n",
       "9                            物流/仓储,航空/航天研究与制造,教育/培训/院校   \n",
       "10                           房地产/建筑/建材/工程,家居/室内设计/装饰装潢   \n",
       "11                        教育/培训/院校,医疗/护理/美容/保健/卫生服务,银行   \n",
       "12                     房地产/建筑/建材/工程,家居/室内设计/装饰装潢,旅游/度假   \n",
       "13                            教育/培训/院校,汽车/摩托车,娱乐/体育/休闲   \n",
       "14               房地产/建筑/建材/工程,大型设备/机电设备/重工业,仪器仪表及工业自动化   \n",
       "15                            教育/培训/院校,物业管理/商业中心,交通/运输   \n",
       "16             零售/批发,房地产/建筑/建材/工程,专业服务/咨询(财会/法律/人力资源等)   \n",
       "17                                            教育/培训/院校   \n",
       "18               房地产/建筑/建材/工程,大型设备/机电设备/重工业,仪器仪表及工业自动化   \n",
       "19                                保险,房地产/建筑/建材/工程,中介服务   \n",
       "20                                            教育/培训/院校   \n",
       "21                 房地产/建筑/建材/工程,家居/室内设计/装饰装潢,物业管理/商业中心   \n",
       "22                                        房地产/建筑/建材/工程   \n",
       "23                                            教育/培训/院校   \n",
       "24                      房地产/建筑/建材/工程,石油/石化/化工,电气/电力/水利   \n",
       "25                                               交通/运输   \n",
       "26         教育/培训/院校,专业服务/咨询(财会/法律/人力资源等),媒体/出版/影视/文化传播   \n",
       "27                                        房地产/建筑/建材/工程   \n",
       "28                                 旅游/度假,办公用品及设备,酒店/餐饮   \n",
       "29                                        房地产/建筑/建材/工程   \n",
       "..                                                 ...   \n",
       "470                                           零售/批发,其他   \n",
       "471                房地产/建筑/建材/工程,家居/室内设计/装饰装潢,物业管理/商业中心   \n",
       "472                                      大型设备/机电设备/重工业   \n",
       "473         专业服务/咨询(财会/法律/人力资源等),教育/培训/院校,房地产/建筑/建材/工程   \n",
       "474                          房地产/建筑/建材/工程,家居/室内设计/装饰装潢   \n",
       "475                                    房地产/建筑/建材/工程,环保   \n",
       "476              教育/培训/院校,办公用品及设备,专业服务/咨询(财会/法律/人力资源等)   \n",
       "477                                       房地产/建筑/建材/工程   \n",
       "478                     汽车/摩托车,房地产/建筑/建材/工程,仪器仪表及工业自动化   \n",
       "479                    教育/培训/院校,酒店/餐饮,医疗/护理/美容/保健/卫生服务   \n",
       "480                                       房地产/建筑/建材/工程   \n",
       "481                                       房地产/建筑/建材/工程   \n",
       "482                        教育/培训/院校,礼品/玩具/工艺美术/收藏品/奢侈品   \n",
       "483                                           广告/会展/公关   \n",
       "484                                       房地产/建筑/建材/工程   \n",
       "485                          家居/室内设计/装饰装潢,房地产/建筑/建材/工程   \n",
       "486                                       房地产/建筑/建材/工程   \n",
       "487                                       房地产/建筑/建材/工程   \n",
       "488                                                 其他   \n",
       "489                         加工制造（原料加工/模具）,房地产/建筑/建材/工程   \n",
       "490   快速消费品（食品/饮料/烟酒/日化）,房地产/建筑/建材/工程,医疗/护理/美容/保健/卫生服务   \n",
       "491     家居/室内设计/装饰装潢,房地产/建筑/建材/工程,专业服务/咨询(财会/法律/人力资源等)   \n",
       "492                     房地产/建筑/建材/工程,物业管理/商业中心,办公用品及设备   \n",
       "493  房地产/建筑/建材/工程,家居/室内设计/装饰装潢,广告/会展/公关,教育/培训/院校,媒体...   \n",
       "494            房地产/建筑/建材/工程,家居/室内设计/装饰装潢,大型设备/机电设备/重工业   \n",
       "495                                       房地产/建筑/建材/工程   \n",
       "496                 办公用品及设备,加工制造（原料加工/模具）,房地产/建筑/建材/工程   \n",
       "497                   媒体/出版/影视/文化传播,教育/培训/院校,物业管理/商业中心   \n",
       "498                                       房地产/建筑/建材/工程   \n",
       "499                      媒体/出版/影视/文化传播,广告/会展/公关,贸易/进出口   \n",
       "\n",
       "                      desire_jd_type_id  desire_jd_salary_id  \\\n",
       "0             项目经理/项目主管,房地产项目管理,项目专员/助理            600108000   \n",
       "1                建筑制图,三维/3D设计/制作,设计管理人员                    0   \n",
       "2                                    其他            400106000   \n",
       "3                           出纳员,会计助理/文员                    0   \n",
       "4             土木/建筑/装修/市政工程,房地产开发/经纪/中介            800110000   \n",
       "5                房地产项目招投标,供应商开发,采购经理/主管           1000115000   \n",
       "6                    建筑工程师,施工员,建筑施工现场管理            600108000   \n",
       "7                 培训/招生/课程顾问,其他,护士/护理人员            600108000   \n",
       "8                              出纳员,财务助理            400106000   \n",
       "9                                    其他            400106000   \n",
       "10                  建筑工程师,材料工程师,房地产资产管理            800110000   \n",
       "11                       内勤人员,客户服务专员/助理            400106000   \n",
       "12                  园林景观设计师,施工员,城市规划与设计           1000115000   \n",
       "13                                   其他            400106000   \n",
       "14                    高级管理,项目管理/项目协调,市场                    0   \n",
       "15                   教育/培训,采购专员/助理,物业管理            200104000   \n",
       "16                               会计/会计师            400106000   \n",
       "17                                教育/培训           1000115000   \n",
       "18                       机械维修/保养,技工/操作工            400106000   \n",
       "19                  销售主管,销售经理,销售行政经理/主管            600108000   \n",
       "20                       教育/培训,行政/后勤/文秘            400106000   \n",
       "21                               会计/会计师            200104000   \n",
       "22               副总裁/副总经理,部门/事业部管理,工程总监                    0   \n",
       "23            舞蹈老师,客服/售前/售后技术支持,行政专员/助理            400106000   \n",
       "24                                 销售代表            600108000   \n",
       "25                      运输经理/主管,采购经理/主管            600108000   \n",
       "26       客服/售前/售后技术支持,财务/审计/税务,行政/后勤/文秘            400106000   \n",
       "27                              房地产项目管理           1500125000   \n",
       "28             行政/后勤/文秘,销售行政专员/助理,订单处理员            200104000   \n",
       "29                         销售总监,房地产销售经理           1500125000   \n",
       "..                                  ...                  ...   \n",
       "470                会计助理/文员,财务助理,税务专员/助理            400106000   \n",
       "471      土木/建筑/装修/市政工程,房地产开发/经纪/中介,物业管理            600108000   \n",
       "472                          机械设计/制造/维修            400106000   \n",
       "473           行政专员/助理,会计助理/文员,教学/教务管理人员            600108000   \n",
       "474        行政/后勤/文秘,土木/建筑/装修/市政工程,项目招投标            200104000   \n",
       "475            副总裁/副总经理,CTO/CIO,房地产项目管理                    0   \n",
       "476                             行政专员/助理            400106000   \n",
       "477                      其他,土木/土建/结构工程师           1500125000   \n",
       "478               行政/后勤/文秘,生产管理/运营,人力资源            400106000   \n",
       "479             实习生,调酒师/茶艺师/咖啡师,厨师助理/学徒            600108000   \n",
       "480                             成本经理/主管           2500199999   \n",
       "481                     销售业务,房地产销售/置业顾问           1500125000   \n",
       "482                            机动车司机/驾驶            400106000   \n",
       "483                               广告/会展            600108000   \n",
       "484                                  其他            800110000   \n",
       "485               房地产内勤,物流专员/助理,行政专员/助理            200104000   \n",
       "486              建筑工程测绘/测量,招聘专员/助理,后勤人员            400106000   \n",
       "487                            工程造价/预结算                    0   \n",
       "488             客户咨询热线/呼叫中心人员,客户服务专员/助理            200104000   \n",
       "489                                  市场                    0   \n",
       "490                   销售代表,化学实验室技术员/研究员            400106000   \n",
       "491  行政/后勤/文秘,客户关系/投诉协调人员,客户咨询热线/呼叫中心人员            200104000   \n",
       "492                       人力资源,行政/后勤/文秘            600108000   \n",
       "493                             会计经理/主管            600108000   \n",
       "494                         给排水/暖通/空调工程            400106000   \n",
       "495      房地产开发/经纪/中介,土木/建筑/装修/市政工程,物业管理            400106000   \n",
       "496                            财务/审计/税务            400106000   \n",
       "497   客户代表,渠道/分销专员,销售代表,团购业务员,业务拓展专员/助理            400106000   \n",
       "498                       土木/建筑/装修/市政工程                    0   \n",
       "499                       人力资源,行政/后勤/文秘            600108000   \n",
       "\n",
       "          cur_industry_id    cur_jd_type cur_salary_id cur_degree_id  \\\n",
       "0           大型设备/机电设备/重工业      项目管理/项目协调    0400106000           NaN   \n",
       "1            房地产/建筑/建材/工程    影视/媒体/出版/印刷    0800110000            本科   \n",
       "2            房地产/建筑/建材/工程      工程监理/质量管理    0400106000            本科   \n",
       "3           媒体/出版/影视/文化传播       财务/审计/税务    0400106000            本科   \n",
       "4            房地产/建筑/建材/工程  土木/建筑/装修/市政工程    0600108000            本科   \n",
       "5            房地产/建筑/建材/工程            NaN    0800110000            本科   \n",
       "6            房地产/建筑/建材/工程            NaN    0400106000            本科   \n",
       "7        医疗/护理/美容/保健/卫生服务            NaN    0600108000            本科   \n",
       "8                      环保            NaN    0400106000            大专   \n",
       "9                   物流/仓储            NaN    0200104000            大专   \n",
       "10           房地产/建筑/建材/工程            NaN    0600108000            本科   \n",
       "11                  酒店/餐饮            NaN    0200104000            大专   \n",
       "12           房地产/建筑/建材/工程        园林/景观设计    0800110000            本科   \n",
       "13               教育/培训/院校          教育/培训    0400106000            本科   \n",
       "14           房地产/建筑/建材/工程           高级管理    3500150000            硕士   \n",
       "15               教育/培训/院校       行政/后勤/文秘    0200104000            硕士   \n",
       "16                  零售/批发            NaN    0000001000            本科   \n",
       "17               教育/培训/院校  商超/酒店/娱乐管理/服务    0600108000            本科   \n",
       "18             仪器仪表及工业自动化     机械设计/制造/维修    0200104000            中专   \n",
       "19                     保险   客服/售前/售后技术支持    0400106000            大专   \n",
       "20               教育/培训/院校          教育/培训    0200104000            大专   \n",
       "21           房地产/建筑/建材/工程            NaN    0200104000            大专   \n",
       "22           房地产/建筑/建材/工程           高级管理    3500150000            大专   \n",
       "23       医疗/护理/美容/保健/卫生服务       行政/后勤/文秘    0200104000            中专   \n",
       "24          大型设备/机电设备/重工业           销售业务    0400106000            中专   \n",
       "25           房地产/建筑/建材/工程            NaN    0400106000            中专   \n",
       "26               教育/培训/院校            NaN    0200104000            大专   \n",
       "27                房地产|建筑业      项目管理/项目协调    1500125000            本科   \n",
       "28               教育/培训/院校            NaN    0200104000            大专   \n",
       "29           房地产/建筑/建材/工程           销售管理    1500125000            本科   \n",
       "..                    ...            ...           ...           ...   \n",
       "470          房地产/建筑/建材/工程       财务/审计/税务    0400106000            大专   \n",
       "471          房地产/建筑/建材/工程            NaN    0600108000           NaN   \n",
       "472          房地产/建筑/建材/工程            NaN    0600108000            大专   \n",
       "473         大型设备/机电设备/重工业       财务/审计/税务    0600108000            大专   \n",
       "474          房地产/建筑/建材/工程  土木/建筑/装修/市政工程    0400106000            大专   \n",
       "475                 跨领域经营             其他    0000000000            本科   \n",
       "476                    保险            NaN    0200104000            大专   \n",
       "477          房地产/建筑/建材/工程            NaN    1000115000            本科   \n",
       "478          房地产/建筑/建材/工程       行政/后勤/文秘    0400106000            本科   \n",
       "479              教育/培训/院校            NaN    0400106000            高中   \n",
       "480          房地产/建筑/建材/工程            NaN    1500125000            本科   \n",
       "481             物业管理/商业中心            NaN    0400106000            高中   \n",
       "482                 交通/运输            NaN    0400106000            本科   \n",
       "483              教育/培训/院校          艺术/设计    0400106000            硕士   \n",
       "484          房地产/建筑/建材/工程  土木/建筑/装修/市政工程    0800110000            本科   \n",
       "485                  中介服务            NaN    0200104000            大专   \n",
       "486          房地产/建筑/建材/工程            NaN    0200104000            大专   \n",
       "487          房地产/建筑/建材/工程  土木/建筑/装修/市政工程    0400106000            本科   \n",
       "488              教育/培训/院校          教育/培训    0200104000            大专   \n",
       "489         大型设备/机电设备/重工业          采购/贸易    0400106000            大专   \n",
       "490                    其他      质量管理/安全防护    0200104000            大专   \n",
       "491          通信/电信运营、增值服务            NaN    0200104000            大专   \n",
       "492           信托/担保/拍卖/典当            NaN    0400106000            本科   \n",
       "493                    其他            NaN    0600108000            本科   \n",
       "494          家居/室内设计/装饰装潢  土木/建筑/装修/市政工程    0400106000            大专   \n",
       "495          房地产/建筑/建材/工程    房地产开发/经纪/中介    0400106000            本科   \n",
       "496         加工制造（原料加工/模具）         会计/会计师    0400106000            本科   \n",
       "497  专业服务/咨询(财会/法律/人力资源等)  证券/期货/投资管理/服务    0200104000            大专   \n",
       "498               房地产|建筑业    房地产开发/经纪/中介    1000115000            本科   \n",
       "499              教育/培训/院校            NaN    0600108000            本科   \n",
       "\n",
       "     birthday start_work_date  \\\n",
       "0          24            2016   \n",
       "1          27            2012   \n",
       "2          27            2015   \n",
       "3          24            2017   \n",
       "4          30            2010   \n",
       "5          27            2013   \n",
       "6          24            2016   \n",
       "7          30            2010   \n",
       "8          24            2016   \n",
       "9          24            2013   \n",
       "10         21            2017   \n",
       "11         21               -   \n",
       "12         24            2016   \n",
       "13         24               -   \n",
       "14         48            1991   \n",
       "15         27            2014   \n",
       "16         27            2014   \n",
       "17         33            2008   \n",
       "18         21            2015   \n",
       "19         24            2016   \n",
       "20         24            2012   \n",
       "21         24            2017   \n",
       "22         51            1988   \n",
       "23         18            2018   \n",
       "24         27            2009   \n",
       "25         30            2007   \n",
       "26         21            2017   \n",
       "27         36            2006   \n",
       "28         21            2016   \n",
       "29         24            2013   \n",
       "..        ...             ...   \n",
       "470        27            2013   \n",
       "471        30            2012   \n",
       "472        30            2008   \n",
       "473        30            2013   \n",
       "474        21            2017   \n",
       "475        48            1993   \n",
       "476        24            2015   \n",
       "477        33            2008   \n",
       "478        33            2007   \n",
       "479        21            2018   \n",
       "480        36            2014   \n",
       "481        21            2015   \n",
       "482        30            2012   \n",
       "483        27            2014   \n",
       "484        27            2016   \n",
       "485        27            2014   \n",
       "486        24            2016   \n",
       "487        21            2018   \n",
       "488        33            2009   \n",
       "489        27            2012   \n",
       "490        24            2016   \n",
       "491        24            2015   \n",
       "492        39            2000   \n",
       "493        30            2009   \n",
       "494        24            2014   \n",
       "495        27            2015   \n",
       "496        30            2010   \n",
       "497        24            2015   \n",
       "498        30            2008   \n",
       "499        30            2010   \n",
       "\n",
       "                                            experience  \n",
       "0    互联网参考模型osi七层|文件|材料|项目管理|成本分析|风险|材料采购|工程部|保证|成本...  \n",
       "1    三维|pr|ps|现场|bim|模型|建设|处理|知识|钢结构|施工人员|变更|动画|视频|...  \n",
       "2    过程控制|现场|检查|人力|施工单位|工程|核对|工程师|图书馆|监理员|组团|土建|安全|...  \n",
       "3    账户|现场|收款|银行|对账|票据|office|采集|业务|责任心|单位|会计工作|沟通能...  \n",
       "4    计划|环保|立项|现场|检测|建设|处理|房地产|合同|手续|责任心|建造师|变更|工程造价...  \n",
       "5    室内装修|硬件|金属材料|vb二级|建设|领域|英语|合同|成本|布线|议价|经销|投标|标...  \n",
       "6    计划|预算|现场|成本预算|预算软件|组织|设计方案|签证|保证|成本|食堂|单位|建造师|...  \n",
       "7    客服|英语过四级|外国语言文学|招生|吃苦|售后|涉外护理|护士|护理|助产|售前|自我评价...  \n",
       "8    会计帐务处理|文件|资料|报税|执行|处理|核对|会计|手续|保证|单位|核算|制单|自我评...  \n",
       "9                    邮政|速递|质检员上岗证|物流|质检|快递|数据处理|异常|质检员  \n",
       "10   环保|投资|施工|材料|材料采购|管理|光伏发电|项目协调|采购|自我评价|项目部|房地产项...  \n",
       "11                       内勤人员|银行|自我评价|员工|助理|收银|专员|客户服务  \n",
       "12   互联网参考模型osi七层|制图|养护|现场|园林工程|工作室|项目施工|实习|处理|设计方案...  \n",
       "13   英语老师|教学|互联网参考模型osi七层|辅导|辅导员|组织|教育培训|责任心|政治|学生|...  \n",
       "14   现场|建设|软件工程|工程部|房地产|设备|前瞻性|建筑工程|考核|基金|信托|商业|标书制...  \n",
       "15   园林|文件|副经理|资料|档案|实习|票据|office|组织|主管|备品|单位|沟通|办公...  \n",
       "16   预算|互联网参考模型osi七层|体系|计算机等级|excel的运用|管理制度|注册会计师|o...  \n",
       "17   活动|家长|教师|教学管理|接待|组织|教务长|演讲|沟通能力|自我评价|教研|考核|课程|...  \n",
       "18   设备维修|操作|维保|工程师|线长|机电设备|电路|机械维修|维修|运维|计算机软硬件维护|...  \n",
       "19                   地区|伙伴|产品|售后服务|团队|导师|经理|销售|发展|销售经理  \n",
       "20        家长|行政|辅导|流程|老师|教育培训|考勤|协助|学习|班主任|教育|助教|监督|培训  \n",
       "21                                              会计师|会计  \n",
       "22   设计院|项目施工|建设|房地产开发|超市|签证|谈判|成本|商务|联络|设备|结构|投标|标...  \n",
       "23   校园|教学|教师资格|财务管理|office|演出|主持|学习|舞蹈教师资格证|自我评价|很...  \n",
       "24   模式|其他维修|检测|维修|计算机软硬件维护|销售代表|天然气|销售|客户|风机|电工|行业|维护  \n",
       "25   领导|教练|司机|驾驶|道路|外出|专职|车辆|清洁|运输|专职司机|采购|自我评价|驾驶员|保养  \n",
       "26   互联网参考模型osi七层|文件|积极主动|资料|材料|电话|复印|处理|行政助理|接待|采集...  \n",
       "27   法规|现场|凤凰|建设|网络通讯协议|管理|工程施工|领域|房地产|成本|单位|建造师|电梯...  \n",
       "28   活动|造价|前台|吃苦|接待|反馈|核算|酒店|自我评价|沟通|客房|用品|课程|在校期间|...  \n",
       "29   计划|建设|公园|组织|公关|营销管理|市场运作|单位|酒店|公交车|考核|结合|建筑|在线...  \n",
       "..                                                 ...  \n",
       "470  文件|资料|银行|员工|票据|处理|工商|临时|会计|业务|考勤|合同|社保|招聘|联络|归...  \n",
       "471  计划|市政工程|敬业|土木|施工|生产|土建工程|交叉|工程|责任心|质量管理|自主学习|安...  \n",
       "472  机器人|养护|压力容器|办公|编程调试|处理|熟练|office|设备点检|c1驾照|设备|...  \n",
       "473  体系|银行|报税|复印|票据|组织|手续|变更|办公室|对公|人事|集成|投标|标书制作|面...  \n",
       "474      市政工程|土木|行政|资料|事业单位|资料整理|装修|归档|建筑|后勤|资料员|文秘|内业  \n",
       "475  project项目管理|综合|总工|公路|网络通讯协议|office|组织|工程部|谈判|合...  \n",
       "476                         行政|人事助理|自我评价|人寿保险|后勤|人寿|文秘  \n",
       "477  现场|ssg|建设|法律法规|完美|生产经理|组织|签证|知识|合同|单位|团队协作|工程造...  \n",
       "478  法规|综合|后勤保障|员工|建设|处理|office|接待|合同|手续|办公室|数据统计分析...  \n",
       "479  宠物|美容|辅导|演员|演艺|声乐|教育培训|其他才艺|歌手|模特|自我评价|美容师|宠物美...  \n",
       "480  招标|室内装修|预算|网络通讯协议|office|谈判|钢结构|预决算|公共|成本|酒店|工...  \n",
       "481           解决方案|顾问|沟通|销售策略|技巧|沟通技巧|销售|租赁|房地产业|物业|买卖  \n",
       "482  安装师|办公|司机|吃苦|家具|主办|驾驶|团队合作|业务|责任心|运输|货物|建筑安装|沟...  \n",
       "483  活动|布置|互联网参考模型osi七层|图片|现场|美化|平面设计|网页制作|广告设计|印刷|...  \n",
       "484  施工|富力|cad|外墙|主办|工程|酒店|施工员|建筑工程|工程监理|结构|行业|结构工程...  \n",
       "485  家装|电销|交易|电话|店面|物资采购|财务管理|人员招聘|都会|房地产|手续|招聘|销售业...  \n",
       "486                 电话销售|资料|现场|自我评价|现场协调|坐席|客户经理|手续|协调  \n",
       "487                           学习|大学|自我评价|结算|实习生|业务|结算员  \n",
       "488  宽带|积极主动|辅导员|业务|收费|电话销售|推销|大学|辅助|后勤|自信心|客户|适应性强...  \n",
       "489  招标|战略|检验|运营|入库|报告|代理|处理|贸易|业务|手续|合同|加工|采购|实施|送...  \n",
       "490                                      校园|化验室|化验员|化验  \n",
       "491                                   客服|行政|自我评价|后勤|文秘  \n",
       "492  体系|建设|薪酬|人事|设备|费用|安排|检查|管控|备案|商务活动|企业|过程|服务|制度...  \n",
       "493  档案管理|预算|互联网参考模型osi七层|成本费用|公司财务|计算|财务报表|财务软件|处理...  \n",
       "494  环保|预算|互联网参考模型osi七层|现场|处理|设计规划|设备|施工员|建筑|技术|技术设...  \n",
       "495  现场|施工|cad|秩序|office|房地产|证书|交流|保障|pkpm软件|规划|关系|...  \n",
       "496  分析|计算机等级|债权|银行|报税|初级会计师证|对账|财务报表|财务软件|报告|票据|吃苦...  \n",
       "497  银行|地图|营业部|礼品|客户经理|接待|核对|知识|销售经理|绘制|采购|职业规划|推送|...  \n",
       "498  计划|招标|分析|招采|预算|文件|现场|材料|造价|计算|标准化|成本管理|执行|土建工程...  \n",
       "499  开车技术|家长|前台|楼层|考勤|店铺|卖场管理|反馈|传达|自我评价|人事|很多|后勤|在...  \n",
       "\n",
       "[500 rows x 13 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.read_table('../data/zhaopin_round1_test_20190716/user_ToBePredicted',delimiter=\"\\t\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "      <td>72b042500c836fb46780b901c96bf017</td>\n",
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       "      <td>900edfec9bfccd48f3d2aaeb511f600b</td>\n",
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       "      <td>035b5c8e977d2f76628d9b7edfc95323</td>\n",
       "      <td>58643b6b343fb0f0184009e889962839</td>\n",
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       "      <td>46eaa7b8b5b9e37a7022aa07741f2f2b</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1c88ddb54281e218088b70116b25672c</td>\n",
       "      <td>473c6aded7fff11698c92c80c4767fc6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1c88ddb54281e218088b70116b25672c</td>\n",
       "      <td>8c840f01c8532a912357c95aa3066439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1c88ddb54281e218088b70116b25672c</td>\n",
       "      <td>8ed76d1e10cae2942bed7306c0f5aa41</td>\n",
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       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1c88ddb54281e218088b70116b25672c</td>\n",
       "      <td>70aec7604a1be4b34a582f9993fbe2b1</td>\n",
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       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1c88ddb54281e218088b70116b25672c</td>\n",
       "      <td>2c9e968c52f3dc4969ef6c5a2ec2ebee</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1c88ddb54281e218088b70116b25672c</td>\n",
       "      <td>9220b1abd5f2f97aaf0cb390e6becf24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37326</th>\n",
       "      <td>0b7db49b783de2123b559ce65e7b020c</td>\n",
       "      <td>19611622b3c59b1426ec70da2a389d80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37327</th>\n",
       "      <td>0b7db49b783de2123b559ce65e7b020c</td>\n",
       "      <td>0ef4af77514eabbf3932372c25edbc0c</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37328</th>\n",
       "      <td>0b7db49b783de2123b559ce65e7b020c</td>\n",
       "      <td>2009cb71b94b95b6a888217bd5e0dc09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37329</th>\n",
       "      <td>0b7db49b783de2123b559ce65e7b020c</td>\n",
       "      <td>fb28d8949ae75e9ea937a599916d50ac</td>\n",
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       "    <tr>\n",
       "      <th>37330</th>\n",
       "      <td>0b7db49b783de2123b559ce65e7b020c</td>\n",
       "      <td>f30cc07d4da155d535f734e624cd84c6</td>\n",
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       "    <tr>\n",
       "      <th>37331</th>\n",
       "      <td>0b7db49b783de2123b559ce65e7b020c</td>\n",
       "      <td>03a0698228d968c7322b86f51bfbb612</td>\n",
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       "    <tr>\n",
       "      <th>37332</th>\n",
       "      <td>0b7db49b783de2123b559ce65e7b020c</td>\n",
       "      <td>34f13e9593f7d8aa401986671875a068</td>\n",
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       "    <tr>\n",
       "      <th>37333</th>\n",
       "      <td>0b7db49b783de2123b559ce65e7b020c</td>\n",
       "      <td>3b01423f91c16e70e1fc49ff4ed34786</td>\n",
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       "    <tr>\n",
       "      <th>37334</th>\n",
       "      <td>0b7db49b783de2123b559ce65e7b020c</td>\n",
       "      <td>d74dbb3934f63d5ae8f6cd9066c88642</td>\n",
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       "    <tr>\n",
       "      <th>37335</th>\n",
       "      <td>0b7db49b783de2123b559ce65e7b020c</td>\n",
       "      <td>2ed51a5acd7fadb40e35ef63afecf776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37336</th>\n",
       "      <td>0b7db49b783de2123b559ce65e7b020c</td>\n",
       "      <td>7019dd98d16ee19e313c4dcea50d6870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37337</th>\n",
       "      <td>0b7db49b783de2123b559ce65e7b020c</td>\n",
       "      <td>fc7616c6858cd9ac61f8a75851418178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37338</th>\n",
       "      <td>0b7db49b783de2123b559ce65e7b020c</td>\n",
       "      <td>2efc46302bb6991bb755162dd872d080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37339</th>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>37356 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                user_id                             jd_no\n",
       "0      035b5c8e977d2f76628d9b7edfc95323  669576ca43ff7b2b6f5bc97a3dfeda9e\n",
       "1      035b5c8e977d2f76628d9b7edfc95323  2fc7d27894fe1776e7b76546deb8ae5d\n",
       "2      035b5c8e977d2f76628d9b7edfc95323  bd97a1c4461ac4984f4211c1c75f7f7a\n",
       "3      035b5c8e977d2f76628d9b7edfc95323  da7b5e1d6537d2fca4595c7c1672e609\n",
       "4      035b5c8e977d2f76628d9b7edfc95323  5bc733283200a5d7b5cf3eb45cde4db7\n",
       "5      035b5c8e977d2f76628d9b7edfc95323  47ea6b8411b788222fc240986a213904\n",
       "6      035b5c8e977d2f76628d9b7edfc95323  f61ef305cbb2f8b549fa6b9cc0fdcb79\n",
       "7      035b5c8e977d2f76628d9b7edfc95323  5bebd62cf910827f22a43196c556dad3\n",
       "8      035b5c8e977d2f76628d9b7edfc95323  258594449df86c7eeea33ffe19df93cf\n",
       "9      035b5c8e977d2f76628d9b7edfc95323  72b042500c836fb46780b901c96bf017\n",
       "10     035b5c8e977d2f76628d9b7edfc95323  c49925383154f720991881e306df5cfa\n",
       "11     035b5c8e977d2f76628d9b7edfc95323  427f18be788944e8c926e972ff51431e\n",
       "12     035b5c8e977d2f76628d9b7edfc95323  191f907dbdbbab309812b1c300c34fe3\n",
       "13     035b5c8e977d2f76628d9b7edfc95323  a1a09e95e7c282421f0fe400b6571f43\n",
       "14     035b5c8e977d2f76628d9b7edfc95323  7c05d38092ad5fa702a12c05049660d7\n",
       "15     035b5c8e977d2f76628d9b7edfc95323  8f1ca84026ab30785884c77c7bf572c0\n",
       "16     035b5c8e977d2f76628d9b7edfc95323  900edfec9bfccd48f3d2aaeb511f600b\n",
       "17     035b5c8e977d2f76628d9b7edfc95323  7f8f6c4393775a7c836fcee55b7c79f3\n",
       "18     035b5c8e977d2f76628d9b7edfc95323  81bfea3bb87dff2a751332b2ea76c3c5\n",
       "19     035b5c8e977d2f76628d9b7edfc95323  8b8bf4c722d5375ec7714de1a2601402\n",
       "20     035b5c8e977d2f76628d9b7edfc95323  e10f9235a994b2b3e5756e18ff43e686\n",
       "21     035b5c8e977d2f76628d9b7edfc95323  0e349b085e1fea4bde2d401e916cd3c4\n",
       "22     035b5c8e977d2f76628d9b7edfc95323  58643b6b343fb0f0184009e889962839\n",
       "23     1c88ddb54281e218088b70116b25672c  46eaa7b8b5b9e37a7022aa07741f2f2b\n",
       "24     1c88ddb54281e218088b70116b25672c  473c6aded7fff11698c92c80c4767fc6\n",
       "25     1c88ddb54281e218088b70116b25672c  8c840f01c8532a912357c95aa3066439\n",
       "26     1c88ddb54281e218088b70116b25672c  8ed76d1e10cae2942bed7306c0f5aa41\n",
       "27     1c88ddb54281e218088b70116b25672c  70aec7604a1be4b34a582f9993fbe2b1\n",
       "28     1c88ddb54281e218088b70116b25672c  2c9e968c52f3dc4969ef6c5a2ec2ebee\n",
       "29     1c88ddb54281e218088b70116b25672c  9220b1abd5f2f97aaf0cb390e6becf24\n",
       "...                                 ...                               ...\n",
       "37326  0b7db49b783de2123b559ce65e7b020c  19611622b3c59b1426ec70da2a389d80\n",
       "37327  0b7db49b783de2123b559ce65e7b020c  0ef4af77514eabbf3932372c25edbc0c\n",
       "37328  0b7db49b783de2123b559ce65e7b020c  2009cb71b94b95b6a888217bd5e0dc09\n",
       "37329  0b7db49b783de2123b559ce65e7b020c  fb28d8949ae75e9ea937a599916d50ac\n",
       "37330  0b7db49b783de2123b559ce65e7b020c  f30cc07d4da155d535f734e624cd84c6\n",
       "37331  0b7db49b783de2123b559ce65e7b020c  03a0698228d968c7322b86f51bfbb612\n",
       "37332  0b7db49b783de2123b559ce65e7b020c  34f13e9593f7d8aa401986671875a068\n",
       "37333  0b7db49b783de2123b559ce65e7b020c  3b01423f91c16e70e1fc49ff4ed34786\n",
       "37334  0b7db49b783de2123b559ce65e7b020c  d74dbb3934f63d5ae8f6cd9066c88642\n",
       "37335  0b7db49b783de2123b559ce65e7b020c  2ed51a5acd7fadb40e35ef63afecf776\n",
       "37336  0b7db49b783de2123b559ce65e7b020c  7019dd98d16ee19e313c4dcea50d6870\n",
       "37337  0b7db49b783de2123b559ce65e7b020c  fc7616c6858cd9ac61f8a75851418178\n",
       "37338  0b7db49b783de2123b559ce65e7b020c  2efc46302bb6991bb755162dd872d080\n",
       "37339  0b7db49b783de2123b559ce65e7b020c  fcfc4b8fd15d8eafc920be9c889cb3de\n",
       "37340  0b7db49b783de2123b559ce65e7b020c  6db44db3d9f350fe77ee6b08b0fea11e\n",
       "37341  0b7db49b783de2123b559ce65e7b020c  f85a07e7fab1b0d9e9e4d256956d79d0\n",
       "37342  0b7db49b783de2123b559ce65e7b020c  675e584c3a418a9255735e01ca434659\n",
       "37343  0b7db49b783de2123b559ce65e7b020c  049c94e1c5cdaf116174bb8a19559a7b\n",
       "37344  0b7db49b783de2123b559ce65e7b020c  a232a1b7316879681a522862959d66c8\n",
       "37345  0b7db49b783de2123b559ce65e7b020c  d4704047d014e0c7c2921adc66cc30f6\n",
       "37346  0b7db49b783de2123b559ce65e7b020c  38099bcb7eddec5a3ca9160c569968a3\n",
       "37347  0b7db49b783de2123b559ce65e7b020c  2ce4d3aba7c820a42b501b5ee938dbe6\n",
       "37348  0b7db49b783de2123b559ce65e7b020c  390aa06dcbf06f6deba8fa9a83ca93f6\n",
       "37349  0b7db49b783de2123b559ce65e7b020c  22935e16f5a0ba2cde467801cd34cba9\n",
       "37350  0b7db49b783de2123b559ce65e7b020c  5700f6da48c06260f38ce49303572319\n",
       "37351  0b7db49b783de2123b559ce65e7b020c  5b7d13af55baee33a94a983a781c4d9a\n",
       "37352  0b7db49b783de2123b559ce65e7b020c  1b08aebd3d5ebbabf1c719d77d41deb1\n",
       "37353  0b7db49b783de2123b559ce65e7b020c  66c2f26b15a664975578e21c3b9b2b08\n",
       "37354  0b7db49b783de2123b559ce65e7b020c  11ef7ac9704ffe89918ce9e8b3943c8f\n",
       "37355  0b7db49b783de2123b559ce65e7b020c  390aa06dcbf06f6deba8fa9a83ca93f6\n",
       "\n",
       "[37356 rows x 2 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.read_table('../data/zhaopin_round1_user_exposure_A_20190723',delimiter=\" \")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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